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Introduction To Genetic Algorithms - Theory And Applications
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Introduction to Genetic Algorithms: Theory and Applications
Learn the main mechanisms of Genetic Algorithm as a heursitic Artificial Intalligence search or optimization in Matlab
What you'll learn
• Use the Genetic Algorithm to solve optimization problems
• Modify or improve the Genetic Algorithm
• Analyze the performance of the Genetic Algorithm
Requirements
• Be familiar with the basics of programming
• Be familiar with Matlab programming language
Description
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 history. The Genetic Algorithm is a search method that can be easily applied to different applications including Machine Learning, Data Science, Neural Networks, and Deep Learning.
Join 1000+ students and start your optimization journey with us. If you are in any way not satisfied, for any reason, you can get a full refund from Udemy within 30 days. No questions asked. But I am confident you won't need to. I stand behind this course 100% and am committed to help you along the way.
Who this course is for:
• This course is for everyone who wants to learn about optimization techniques
• Both beginners and experts in Artificial Intelligence will benefit from this course since it covers both theory and application from basics to advanced topics
• Those who wants to solve challenging optimization problems
• Those curious about how the Genetic Algorithm solves optimization problems as one of the best and most well-regarded AI techniques in the world
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FILE LIST
Filename
Size
Introduction to Genetic Algorithms - Theory and Applications/1. Inspiration/1. Inspiration.mp4
208.5 MB
Introduction to Genetic Algorithms - Theory and Applications/1. Inspiration/1. Inspiration.srt
21.4 KB
Introduction to Genetic Algorithms - Theory and Applications/10. Bonus Video/1. Thank You.mp4
35.3 MB
Introduction to Genetic Algorithms - Theory and Applications/10. Bonus Video/1. Thank You.srt
2 KB
Introduction to Genetic Algorithms - Theory and Applications/2. Gene Representation and Fitness Function/1. Gene Representation and Fitness Function Theory.mp4
193.7 MB
Introduction to Genetic Algorithms - Theory and Applications/2. Gene Representation and Fitness Function/1. Gene Representation and Fitness Function Theory.srt
20.2 KB
Introduction to Genetic Algorithms - Theory and Applications/2. Gene Representation and Fitness Function/2. Gene Representation and Fitness Function Coding.mp4
383.8 MB
Introduction to Genetic Algorithms - Theory and Applications/2. Gene Representation and Fitness Function/2. Gene Representation and Fitness Function Coding.srt
20.7 KB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/1. Selection Using Roulette Wheel Theory.mp4
116.8 MB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/1. Selection Using Roulette Wheel Theory.srt
21.5 KB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/2. Selection coding an example.mp4
93.8 MB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/2. Selection coding an example.srt
19.1 KB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/3. Selection coding a roulette wheel function.mp4
182.2 MB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/3. Selection coding a roulette wheel function.srt
31.2 KB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/3.1 selection.m.m
1.2 KB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/4. Fitness Scaling in The Roulette Wheel.mp4
366.5 MB
Introduction to Genetic Algorithms - Theory and Applications/3. Selection/4. Fitness Scaling in The Roulette Wheel.srt
22.7 KB
Introduction to Genetic Algorithms - Theory and Applications/4. Recombination (crossover)/1. Recombining (Crossovering) Chromosome Theory.mp4
175.3 MB
Introduction to Genetic Algorithms - Theory and Applications/4. Recombination (crossover)/1. Recombining (Crossovering) Chromosome Theory.srt
18.4 KB
Introduction to Genetic Algorithms - Theory and Applications/4. Recombination (crossover)/2. Recombining (Crossovering) Genes in Chromosomes Coding and example.mp4
489.6 MB
Introduction to Genetic Algorithms - Theory and Applications/4. Recombination (crossover)/2. Recombining (Crossovering) Genes in Chromosomes Coding and example.srt
27 KB
Introduction to Genetic Algorithms - Theory and Applications/4. Recombination (crossover)/3. Coding a function to crossover two parents.mp4
379.7 MB
Introduction to Genetic Algorithms - Theory and Applications/4. Recombination (crossover)/3. Coding a function to crossover two parents.srt
26.2 KB
Introduction to Genetic Algorithms - Theory and Applications/4. Recombination (crossover)/3.1 crossover.m.m
1.6 KB
Introduction to Genetic Algorithms - Theory and Applications/5. Mutation/1. Mutating Genes in Chromosomes Theory.mp4
154.5 MB
Introduction to Genetic Algorithms - Theory and Applications/5. Mutation/1. Mutating Genes in Chromosomes Theory.srt
13.3 KB
Introduction to Genetic Algorithms - Theory and Applications/5. Mutation/2. Coding a function to mutate genes.mp4
194.2 MB
Introduction to Genetic Algorithms - Theory and Applications/5. Mutation/2. Coding a function to mutate genes.srt
11.1 KB
Introduction to Genetic Algorithms - Theory and Applications/5. Mutation/2.1 mutation.m.m
188 B
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/1. Elitism Saving The Best Chromosomes.mp4
192 MB
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/1. Elitism Saving The Best Chromosomes.srt
15.5 KB
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/2. Cosing an example of Elitism.mp4
338 MB
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/2. Cosing an example of Elitism.srt
18.9 KB
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/3. Coding A Elitism Function.mp4
118.5 MB
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/3. Coding A Elitism Function.srt
6.3 KB
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/3.1 elitism.m.m
653 B
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/4. An improved elitism.mp4
195.5 MB
Introduction to Genetic Algorithms - Theory and Applications/6. Elitism/4. An improved elitism.srt
12 KB
Introduction to Genetic Algorithms - Theory and Applications/7. Implementation of the Genetic Algorithm/1. Coding Genetic Algorithm in Matlab.mp4
747.3 MB
Introduction to Genetic Algorithms - Theory and Applications/7. Implementation of the Genetic Algorithm/1. Coding Genetic Algorithm in Matlab.srt
42.8 KB
Introduction to Genetic Algorithms - Theory and Applications/7. Implementation of the Genetic Algorithm/1.1 GA_example.zip.zip
3 KB
Introduction to Genetic Algorithms - Theory and Applications/7. Implementation of the Genetic Algorithm/2. Developing a GA function in Matlab.mp4
242.8 MB
Introduction to Genetic Algorithms - Theory and Applications/7. Implementation of the Genetic Algorithm/2. Developing a GA function in Matlab.srt
14.2 KB
Introduction to Genetic Algorithms - Theory and Applications/7. Implementation of the Genetic Algorithm/2.1 GA_function.zip.zip
3 KB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/1. Continuous Genetic Algorithm theory.mp4
512.8 MB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/1. Continuous Genetic Algorithm theory.srt
35.1 KB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/2. Exploration and Exploitation in Genetic Algorithms.mp4
214 MB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/2. Exploration and Exploitation in Genetic Algorithms.srt
12.3 KB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/2.1 Exploration_Exploitation.zip.zip
1.1 KB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/3. Coding A Continuous Genetic Algorithm.mp4
550.5 MB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/3. Coding A Continuous Genetic Algorithm.srt
31.8 KB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/3.1 CGA.zip.zip
3.4 KB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/4. Visualizing the convergence curve and search history of GA.mp4
245.7 MB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/4. Visualizing the convergence curve and search history of GA.srt
14.2 KB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/5. Tuning the parameters of the Genetic Algorithms.mp4
225 MB
Introduction to Genetic Algorithms - Theory and Applications/8. Continuous version of the Genetic Algorithm/5. Tuning the parameters of the Genetic Algorithms.srt
14.5 KB
Introduction to Genetic Algorithms - Theory and Applications/9. Applications of the Genetic Algorithm/1. Case Study 1 Solving Gear Train Problem.mp4
313.1 MB
Introduction to Genetic Algorithms - Theory and Applications/9. Applications of the Genetic Algorithm/1. Case Study 1 Solving Gear Train Problem.srt
17.8 KB
Introduction to Genetic Algorithms - Theory and Applications/9. Applications of the Genetic Algorithm/1.1 GearTrain.zip.zip
3.7 KB
Introduction to Genetic Algorithms - Theory and Applications/9. Applications of the Genetic Algorithm/2. Case Study 2 Image Reconstruction.mp4
600.3 MB
Introduction to Genetic Algorithms - Theory and Applications/9. Applications of the Genetic Algorithm/2. Case Study 2 Image Reconstruction.srt
37.1 KB
Introduction to Genetic Algorithms - Theory and Applications/9. Applications of the Genetic Algorithm/2.1 CaseStudy2.zip.zip
6.8 KB
Introduction to Genetic Algorithms - Theory and Applications/ReadMe.txt
