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| Name | Genetic Algorithms (GA): " Crossover " & " Mutation " - Zero to Hero (Introduction-Part 2) |
| Video Uploader | Video From MatPy |
| Upload Date | This Video Uploaded At 11-11-2021 21:49:11 |
| Video Discription | In this series of video tutorials, we are going to learn about the " Crossover " & " Mutation " Operators, from theory to implementation. After having a brief review of theories behind EA and GA, two main versions of genetic algorithms, namely Binary Genetic Algorithm and Real-coded Genetic Algorithm, will be implemented from scratch and line-by-line, using both Python and MATLAB. This course is instructed by S. Amirhossein Farzadi, who has years of practical work and active teaching in the field of computational intelligence. At the end of this course, you will be fully familiar with concepts of evolutionary computation and will be able to implement genetic algorithms operators from scratch and also, utilize them to solve your own optimization problems. -------------------------------------------------------------- ** Genetic Algorithm theories : https://www.youtube.com/watch?v=y1uCaI5jKkg&t=14s ** "fzero" command in MATLAB : https://www.youtube.com/watch?v=4UqIY... ** "roots" command in MATLAB: https://www.youtube.com/watch?v=WcxRJ... ** "linprog" command in MATLAB : https://www.youtube.com/watch?v=m2Udf... -------------------------------------------------------------- Chapters: 0:00 Introduction 0:20 Crossover Operator 1:34 Single-Point Crossover 3:30 Double-Point Crossover 4:35 Uniform Crossover 7:45 Mathematical Background and Operation of Uniform Crossover 9:58 Mutation Operator -------------------------------------------------------------- GitHub: https://github.com/AmirhosseinFarzadi Linkedin: https://www.linkedin.com/in/amirhosse... -------------------------------------------------------------- Tags: #genetic_algorithm #matlab #python #farzadi #GA #Crossover #Mutation |
| Category | Education |
| Tags | parent selection in genetic algorithm | Crossover | Mutations | genetic algorithms in artificial intelligence | evolutionary algorithms | metaheuristics | mutation in genetic algorithm | real-coded genetic algorithm | theory of evolution | unsupervised learning | evolutionary algorithm | simple genetic algorithm | GA | GA in matlab | GA in python | Genetic algorithm in matlab | genetic algorithm python | genetic algorithm matlab | genetic algorithm example | Binary genetic algorithm matlab code |
