# Udemy - MATLAB Master Class; Go from Beginner to Expert in MATLAB

#### Category: Tutorial

Posted on 2019-08-31, by phaelx.

Description

Date: Aug 2019

Author: Nouman Azam

Size: 4.8 GB

Format: MP4

Author: Nouman Azam

Size: 4.8 GB

Format: MP4

Download >> https://earn4files.com/zx5dlfhydmcr

What you'll learn

*Develop beginer to advance level skills of Programming with MATLAB. This is the only course which enables you to learn intermediate and advance programming data structures such as structures, tables, times tables, cells and map container.

*Gain Hands-On experience with MATLAB for visualizing, analyzing and formulating intermediate and some advanced level problems using MATLAB programming skills

*Experience some real world applications of MATLAB in solving Data Science problems.

Course content

Course and Instructor Introduction

Course Introduction

MATLAB Software (Pricing and Online resources)

------------ Part 1: MATLAB from Beginer to Advance -----------------

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Segment 1.1: Handling variables and Creating Scripts

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Segment 1.2: Doing Basic Maths in MATLAB

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Segment 1.3: Operations on Matrices

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Segment 1.4: Advance Math Functions with Symbolic Data Type

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Segment 1.5: Interacting with MATLAB and Graphics

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Segment 1.6: Importing Data into MATLAB

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Segment 1.7: MATLAB Programming

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Segment 1.8: Making your own functions

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Segment 1.9: Sharing your MATLAB Results

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

------------ Part 2: Advance MATLAB Data Types ----------------------

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Segment 2.1: Cell Data Type

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Segment 2.2: Tables and Time Tables

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Segment 2.3: Working with Structures and Map Container Data Type

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Segment 2.4: Data Types Conversions

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

----------- Part 3: Machine Learning for Data Science using MATLAB ------------

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Segment 3.1: Data Preprocessing

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Segment 3.2: Classification

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

Segment 3.2.1: K-Nearest Neighbor

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Segment 3.2.2: Naive Bayes

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Segment 3.2.3: Decision Trees

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

Segment 3.2.4: Support Vector Machines

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Segment 3.2.5: Discriminant Analysis

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Segment 3.2.6: Ensembles

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Segment 3.2.7: Performance Evaluation

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Segment 3.3: Clustering

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

Segment 3.3.1: K-Means

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Segment 3.3.2: Hierarchical Clustering

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Segment 3.4: Dimensionality Reduction

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Segment 3.5: Project: Malware Analysis

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

------------- Part 4: Data Preprocessing for Machine Learning using MATLAB -----

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Segment 4.1: Handling Missing Values

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Segment 4.2: Dealing with Categorical Variables

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Segment 4.3: Outlier Detection

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Segment 4.4: Feature Scaling and Data Discretization

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Segment 4.5: Project: Selecting the Right Method for your Data

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

----------- Part 5: Regular Expressions using Matlab ------------

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Segment 5.1: Introduction to Regular Expressions

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Segment 5.2: Character Classes

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Segment 5.3: Anchors and Word Boundaries

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Segement 5.4: Repetitiongs using Quantifiers

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Segment 5.5: Group Constructs

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Codes

Understanding the Grouping

Non-capturing groups

Effect of Quantifiers on Groups

Alternation

Atomic Grouping

Segment 5.6: Assertions, Conditions and Backreferencing

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Codes

Understanding the Grouping

Non-capturing groups

Effect of Quantifiers on Groups

Alternation

Atomic Grouping

Codes

Look Ahead Assertions

Look Behind Assertions

Backreferencing

Named Capturing Groups and Backreferencing

Conditions (if then else)

Branch Reset

Segment 5.7: Practical Examples

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Codes

Understanding the Grouping

Non-capturing groups

Effect of Quantifiers on Groups

Alternation

Atomic Grouping

Codes

Look Ahead Assertions

Look Behind Assertions

Backreferencing

Named Capturing Groups and Backreferencing

Conditions (if then else)

Branch Reset

Codes

Character Ranges

Password Checking Example

IP Addresses

Matching a valid date

BONUS: Discounted Coupons for my other MATLAB Courses

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Codes

Understanding the Grouping

Non-capturing groups

Effect of Quantifiers on Groups

Alternation

Atomic Grouping

Codes

Look Ahead Assertions

Look Behind Assertions

Backreferencing

Named Capturing Groups and Backreferencing

Conditions (if then else)

Branch Reset

Codes

Character Ranges

Password Checking Example

IP Addresses

Matching a valid date

Discounted coupons for MY other MATLAB courses

*Develop beginer to advance level skills of Programming with MATLAB. This is the only course which enables you to learn intermediate and advance programming data structures such as structures, tables, times tables, cells and map container.

*Gain Hands-On experience with MATLAB for visualizing, analyzing and formulating intermediate and some advanced level problems using MATLAB programming skills

*Experience some real world applications of MATLAB in solving Data Science problems.

Course content

Course and Instructor Introduction

Course Introduction

MATLAB Software (Pricing and Online resources)

------------ Part 1: MATLAB from Beginer to Advance -----------------

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Segment 1.1: Handling variables and Creating Scripts

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Segment 1.2: Doing Basic Maths in MATLAB

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Segment 1.3: Operations on Matrices

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Segment 1.4: Advance Math Functions with Symbolic Data Type

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Segment 1.5: Interacting with MATLAB and Graphics

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Segment 1.6: Importing Data into MATLAB

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Segment 1.7: MATLAB Programming

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Segment 1.8: Making your own functions

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Segment 1.9: Sharing your MATLAB Results

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

------------ Part 2: Advance MATLAB Data Types ----------------------

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Segment 2.1: Cell Data Type

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Segment 2.2: Tables and Time Tables

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Segment 2.3: Working with Structures and Map Container Data Type

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Segment 2.4: Data Types Conversions

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

----------- Part 3: Machine Learning for Data Science using MATLAB ------------

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Segment 3.1: Data Preprocessing

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Segment 3.2: Classification

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

Segment 3.2.1: K-Nearest Neighbor

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Segment 3.2.2: Naive Bayes

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Segment 3.2.3: Decision Trees

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

Segment 3.2.4: Support Vector Machines

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Segment 3.2.5: Discriminant Analysis

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Segment 3.2.6: Ensembles

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Segment 3.2.7: Performance Evaluation

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Segment 3.3: Clustering

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

Segment 3.3.1: K-Means

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Segment 3.3.2: Hierarchical Clustering

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Segment 3.4: Dimensionality Reduction

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Segment 3.5: Project: Malware Analysis

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

------------- Part 4: Data Preprocessing for Machine Learning using MATLAB -----

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Segment 4.1: Handling Missing Values

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Segment 4.2: Dealing with Categorical Variables

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Segment 4.3: Outlier Detection

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Segment 4.4: Feature Scaling and Data Discretization

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Segment 4.5: Project: Selecting the Right Method for your Data

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

----------- Part 5: Regular Expressions using Matlab ------------

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Segment 5.1: Introduction to Regular Expressions

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Segment 5.2: Character Classes

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Segment 5.3: Anchors and Word Boundaries

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Segement 5.4: Repetitiongs using Quantifiers

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Segment 5.5: Group Constructs

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Codes

Understanding the Grouping

Non-capturing groups

Effect of Quantifiers on Groups

Alternation

Atomic Grouping

Segment 5.6: Assertions, Conditions and Backreferencing

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Codes

Understanding the Grouping

Non-capturing groups

Effect of Quantifiers on Groups

Alternation

Atomic Grouping

Codes

Look Ahead Assertions

Look Behind Assertions

Backreferencing

Named Capturing Groups and Backreferencing

Conditions (if then else)

Branch Reset

Segment 5.7: Practical Examples

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Codes

Understanding the Grouping

Non-capturing groups

Effect of Quantifiers on Groups

Alternation

Atomic Grouping

Codes

Look Ahead Assertions

Look Behind Assertions

Backreferencing

Named Capturing Groups and Backreferencing

Conditions (if then else)

Branch Reset

Codes

Character Ranges

Password Checking Example

IP Addresses

Matching a valid date

BONUS: Discounted Coupons for my other MATLAB Courses

Course Introduction

MATLAB Software (Pricing and Online resources)

MATLAB Graphical User Interface

Tell us About the Course

Some Common Operations

Code and Scripts

Let's lay foundations for understanding Variables

Different types of variables (Strings, characters and logical)

Creating scripts and understanding commenting and semicolon effect

Data selection with the colon operator

Code and Scripts

Basic Maths (addition, multiplication, subtraction and powers)

Computing GCD, LCM, Permutations and Prime numbers

Trignometric functions

Set operations (Union, intersection, complement and others)

Computing statistics of the matrices

Handling random numbers

Cross product and dot product

Basic logical operation (And, Or and Not)

Sign and absolute functions

Converting numbers between different bases

Discretizing your data

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Computing unique elements

Determining membership of elements to a matrix

Shifting matrix elements

Determinant, inverse and diagnal elements

Relational operations

Commonly used Matrices

Sorting matrix values

Size and length functions

Concatenating Matrices

Finding non-zero elements

Frequency of values within a vector

Test yourself: Have fun with some practice questions (Beginner level)

Solutions to practice exercise questions (Beginner level)

Test yourself: Have fun with some practice questions (Advance level)

Solutions to practice exercise questions (Advance level)

Hey Don't Foget to Test youself on a Quiz

Code and Scripts

Symbolic variables

Differentiation and Integration using symbolic variables

Solving Equations

Symbolic Functions

Code and Scripts

Input output commands

More input output commands

Plotting data

Plotting 3-D data

More on plotting options

Bar graphs

Combining plots with hold on

Interacting with the plot using the brush tool

Two y-axis on the same plot

Animated Line

Checking for existence of scripts, files, folders, variables or functions

Manipulating Directory (Part 1)

Manipulating Directory (Part 2)

Processing text files

Project: Processing text file and visualizing its results

Project solution

Code and Scripts

Importing data from excel into MATLAB

Importing data in different formats (N)

Spread Sheet link (Introduction and installation)

Passing data between excel and MATLAB

Calling MATLAB functions from Excel

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Code

Conditional if Statements (Part 1)

Conditional if statment (Part 2)

For loops for interating through your code

Nested For Loops

While loops (when you don't know the number of iterations)

Breaking out from a loop before final condition

Continue statement for skipping an iteration

Switch statements for choice selection

Test yourself: Have fun with some practice questions

Solutions to practice exercise questions

Test yourself (Challenge): Have fun with some practice questions

Solutions to challenging coding problems

Code

Creating Custom built Functions

Functions with inputs

Functions with multiple inputs and outputs

Returning from a function

Test Yourself: Have some fun with Practice Exercise Question

Solutions to practice exercise questions

Code

Sharing results with automatically generated reports

Sharing your results with live scripts

Introduction to the section

Codes

Creating and defining cells

Accessing Data in a Cell

Adding and deleting elements from a cell

Concatenating cells and passing cell contents to a function

Codes and data

Creating Tables

Adding Descriptions, Units and Accessing individual columns

Selecting and reordering rows

Sorting rows or a table

Setting Different properties of a table

Reading and writing tables to memory

Storing summary of a table

Adding and deleting rows from a table

Adding and deleting columns from a table

Dealing with missing data

Creating time tables

Properties, sorting and data selection in time tables

Concatenating time tables

Indexing and retrieving data based on row times

Codes

Creating structures

Retrieving data from a field of a structure

Concatenating structures

Storing data from a structure field into a variable

More operations on a structure

Creating Map Containers

Concatenation and more operations on map container

Codes

Converting other data types to cell

Converting Cell to other Data Types

Converting from other to table data type

Converting from table to other data type

Introduction to the segment

Code and Data

Section Introduction

Importing the Dataset

Removing Missing Data (Part 1)

Removing Missing Data (Part 2)

Feature Scaling

Handling Outliers (Part 1)

Handling Outliers (Part 2)

Dealing with Categorical Data (Part 1)

Dealing with Categorical Data (Part 2)

Your Preprocessing Template

Code and Data

KNN Intuition

KNN in MATLAB (Part 1)

KNN in MATLAB (Part 2)

Visualizing the Decision Boundaries of KNN

Explaining the code for visualization

Here is our classification template

How to change default options and customize classifiers

Customization options for KNN

Naive Bayesain Intuition (Part 1)

Naive Bayesain Intuition (Part 2)

Naive Bayesain in MATLAB

Customization Options for Naive Bayesain

Decision trees intuition

Decision Trees in MATLAB

Visualizing Decision Trees using the View Function

Customization Options for Decision Trees

SVM Intuition

Kernel SVM Intuition

SVM in MATLAB

Customization Options for SVM

Discriminant Analysis Intuition

Discriminant Analysis in MATLAB

Customization Options for Discriminant Analysis

Ensembles Intuition

Ensembles in MATLAB

Customization options for Ensembles

Evaluating Classifiers: Confusion matrix (Theory)

Validation Methods (Theory)

Validation methods in MATLAB (Part 1)

Validation methods in MATLAB (Part 2)

Evaluating Classifiers in MATLAB

Code and Data

K-Means Clustering Intuition

Choosing the number of clusters

k-means in MATLAB (Part 1)

k-means in MATLAB (Part 2)

Hierarchical Clustering Intuition (Part 1)

Hierarchical Clustering in MATLAB

Hierarchical Clustering Intuition (Part 2)

Code and data

Principal Component Analysis

PCA in MATLAB (Part 1)

PCA in MATLAB (Part 2)

Code and data

Problem Discription

Customizing code templates for completing Task 1 and 2 (Part 1)

Customizing code templates for completing Task 1 and 2 (Part 2)

Customizing code templates for completing Task 3, 4 and 5

Here is the project

Introduction to course

Code and Data

Deletion strategies

Using mean and mode

Considering as a special value

Class specific mean and mode

Random Value Imputation

Code and Data

Categorical data with no order

Categorical data with order

Frequency based encoding4

Target based encoding

Code and Data

3 sigma rule with deletion strategy

3 sigma rule with filling strategy

Box plots and iterquartile rule

Class specific box plots

Histograms for outliers

Local Outlier Factor (Part 1)

Local Outlier Factor (Part 2)

Outliers in Categorical Variables

Code and Data

Feature Scalling

Discretization using Equal width binning

Discretization using Equal Frequency binning

Code and Data

Selecting the right method (Part 1)

Selecting the right method (Part 2)

Introduction to the course

Regular Expressions Fundamentals

Executing Regular Expressions on Matlab, literals and meta characters

Online Regex Engine

The dot metacharacter

Codes

Codes

Basics of Character Classes

Exclusion of characters using a character class

Some exceptions with a character class

Shorthand for character classes

Codes

Staring and Ending Anchors

Examples of Starting and Ending Anchors

Word Boundaries (Part 1)

Word Boundaries (Part 2)

Codes

Quantifiers

Limited Repetition

Lazy and Greedy Quantifiers

Codes

Understanding the Grouping

Non-capturing groups

Effect of Quantifiers on Groups

Alternation

Atomic Grouping

Codes

Look Ahead Assertions

Look Behind Assertions

Backreferencing

Named Capturing Groups and Backreferencing

Conditions (if then else)

Branch Reset

Codes

Character Ranges

Password Checking Example

IP Addresses

Matching a valid date

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