Posted on 2019-09-14, by everest555.
Introduction to Genetic Algorithms | 7.3GB
This is an introductory course to the Genetic Algorithms. We will cover the most fundamental concepts in the area of nature-inspired Artificial Intelligence techniques. Obviously, the main focus will be on the Genetic Algorithm as the most well-regarded optimization algorithm in the history. Genetic Algorithm is a search method that can be easily applied to different applications including Machine Learning, Data Science, Neural Networks, and Deep learning.
With over 10 years of experience in this field, I have structured this course to take you from novice to expert in no time. Each section introduces one fundamental concept and takes you through the theory and implementation. The course is concluded by solving several case study using the Genetic Algorithm.
Most of the lectures come with coding videos. In such videos, the step-by-step process of implementing the optimization algorithms or problems are presented. We have also a number of quizzes and exercises to practice the theoretical knowledge covered in the lectures.
Here is the list of topics covered:
Inspiration of the Genetic Algorithm
Selection or survival of the fittest
Recombination or crossover
- Ebooks list page : 41347
- 2020-04-14Introduction To Genetic Algorithms Theory And Applications
- 2020-03-30Introduction to Genetic Algorithms: Theory and Applications
- 2020-03-01Introduction to Genetic Algorithms: Theory and Applications
- 2020-02-12Introduction to Genetic Algorithms Theory and Applications
- 2020-02-11Introduction to Genetic Algorithms Theory and Applications
- 2017-12-25[PDF] Introduction to Genetic Algorithms for Scientists and Engineers
- 2017-11-29[PDF] Introduction to Genetic Algorithms - Removed
- 2017-10-29[Share-2017] An Introduction to Genetic Algorithms - M. Mitchell (1999)
- 2017-06-26Introduction to Genetic Algorithms for Scientists and Engineers
- 2017-03-1900495-An Introduction to Genetic Algorithms - M. Mitchell (1999)
- 2016-11-30Melanie Mitchell - An introduction to genetic algorithms [1 eBook (PDF)]
- 2016-07-21Melanie Mitchell - An introduction to genetic algorithms [1 eBook (PDF)]
- 2016-07-19Melanie Mitchell - An introduction to genetic algorithms [1 eBook (PDF)]
- 2013-02-05Introduction to Genetic Algorithms for Scientists and Engineers
- 2011-10-18Introduction to Genetic Algorithms (repost)
- 2011-10-16Introduction to Genetic Algorithms
- 2011-06-10An Introduction to Genetic Algorithms
- 2011-05-13An Introduction to Genetic Algorithms
- 2011-02-24Introduction to Genetic Algorithms by S.N. Sivanandam, S. N. Deepa
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