Machine Learning in R-Automated Algorithms for Business Analysis

Category: Tutorial


Posted on 2018-11-24, by everest555.

Description



Machine Learning in R-Automated Algorithms for Business Analysis
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 38M | 318 MB
Genre: eLearning | Language: English



In the world of big data, analysis by traditional statistical methods is no longer sufficient. The amount of data and the number of potential relationships that could be analyzed is simply too complex to conduct manually. In this video, you'll learn a better way: how to automate the analysis of big data by using machine learning techniques in R. You'll explore the cornerstone methods of machine learning (i.e., k-means clustering, decision trees, random forests, and neural networks); you'll incorporate these methods inside R to construct a set of machine learning algorithms; and then you'll deploy these algorithms against a real-world dataset to perform a high-value business analysis of the data. Course prerequisites include basic knowledge of linear algebra, probability, statistics, and familiarity with R.
Gain hands-on experience with machine learning and R using a real-world dataset
Understand k-means clustering, decision trees, random forests, and neural networks
Learn how to run a variety of machine learning techniques using R
Discover how to test the validity of results through use of training and test data



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