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Udemy - A Quick Start Guide to Genetic Algorithms in Python

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Description
A Quick Start Guide to Genetic Algorithms in Python



https://DevCourseWeb.com

Published 05/2022
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 16 lectures (2h 42m) | Size: 1.36 GB

AI/ML Oriented Biologically Inspired Optimization Algorithms using Python and its Libraries

What you'll learn
Understand the reasons behind using Genetic Algorithm (GA) and knows in which situations GA can be used
Can explain GA and Can identify problem types which might require GAs to find a solution
Grasp working principles of GA and Understand how crossover, mutation and selection operators work
Develop skills in using GA as an optimisation technique
Have an idea about GA implementations using Python and Python Libraries for GA
Utilise GA for the optimisation problems like 8-Queen Problem and Knapsack problem

Requirements
A basic understanding of computer programming preferably in Python

File list
  • Udemy - A Quick Start Guide to Genetic Algorithms in Python
  • ~Get Your Files Here !/1. Prologue/1. Introduction.mp4 68 MB
  • ~Get Your Files Here !/1. Prologue/1. Introduction.srt 5.5 KB
  • ~Get Your Files Here !/1. Prologue/2. Module Outline.mp4 166.5 MB
  • ~Get Your Files Here !/1. Prologue/2. Module Outline.srt 14.1 KB
  • ~Get Your Files Here !/1. Prologue/3. Biological Analogy.mp4 56.2 MB
  • ~Get Your Files Here !/1. Prologue/3. Biological Analogy.srt 10.4 KB
  • ~Get Your Files Here !/2. Application 01 Diophantine Equation/1. Details of Genetic Algorithm.mp4 28.8 MB
  • ~Get Your Files Here !/2. Application 01 Diophantine Equation/1. Details of Genetic Algorithm.srt 5.5 KB
  • ~Get Your Files Here !/2. Application 01 Diophantine Equation/2. Hand Coding the Diophantine Equation.mp4 49.3 MB
  • ~Get Your Files Here !/2. Application 01 Diophantine Equation/3. Diophantine App.mp4 44.7 MB
  • ~Get Your Files Here !/2. Application 01 Diophantine Equation/3. Diophantine App.srt 8.1 KB
  • ~Get Your Files Here !/2. Application 01 Diophantine Equation/4. Implementing Diophantine Equation in Python.mp4 50.9 MB
  • ~Get Your Files Here !/2. Application 01 Diophantine Equation/4. Implementing Diophantine Equation in Python.srt 6.3 KB
  • ~Get Your Files Here !/2. Application 01 Diophantine Equation/4.1 Assignment-1.pdf 273.6 KB
  • ~Get Your Files Here !/3. Theory of Genetic Algorithm/1. Algorithmics.mp4 197.1 MB
  • ~Get Your Files Here !/3. Theory of Genetic Algorithm/1. Algorithmics.srt 15.8 KB
  • ~Get Your Files Here !/3. Theory of Genetic Algorithm/2. Search Space.mp4 100.1 MB
  • ~Get Your Files Here !/3. Theory of Genetic Algorithm/2. Search Space.srt 6 KB
  • ~Get Your Files Here !/3. Theory of Genetic Algorithm/3. Biological Background of Genetic Algorithm.mp4 148.5 MB
  • ~Get Your Files Here !/3. Theory of Genetic Algorithm/3. Biological Background of Genetic Algorithm.srt 9.2 KB
  • ~Get Your Files Here !/4. Application 02 Message Generation/1. Message Generation App in Python.mp4 44.8 MB
  • ~Get Your Files Here !/4. Application 02 Message Generation/1. Message Generation App in Python.srt 4.6 KB
  • ~Get Your Files Here !/4. Application 02 Message Generation/1.1 Assignment-2.pdf 302.6 KB
  • ~Get Your Files Here !/5. Application 03 Knapsack Problem/1. PyEasyGA - Python's Library for Genetic Algorithm.mp4 114.7 MB
  • ~Get Your Files Here !/5. Application 03 Knapsack Problem/1. PyEasyGA - Python's Library for Genetic Algorithm.srt 10.6 KB
  • ~Get Your Files Here !/5. Application 03 Knapsack Problem/2. Knapsack Problem App.mp4 51.7 MB
  • ~Get Your Files Here !/5. Application 03 Knapsack Problem/2. Knapsack Problem App.srt 6.3 KB
  • ~Get Your Files Here !/5. Application 03 Knapsack Problem/2.1 Assignment-3.pdf 251.7 KB
  • ~Get Your Files Here !/6. Application 04 The 8-Queen Problem/1. The 8-Queen Problem - Statement.mp4 26.4 MB
  • ~Get Your Files Here !/6. Application 04 The 8-Queen Problem/1. The 8-Queen Problem - Statement.srt 5.5 KB
  • ~Get Your Files Here !/6. Application 04 The 8-Queen Problem/2. The 8-Queen Problem - Solution.mp4 66 MB
  • ~Get Your Files Here !/6. Application 04 The 8-Queen Problem/2. The 8-Queen Problem - Solution.srt 9.2 KB
  • ~Get Your Files Here !/6. Application 04 The 8-Queen Problem/2.1 Assignment-4.pdf 87.7 KB
  • ~Get Your Files Here !/7. Epilogue/1. Review Quiz.html 179 B
  • ~Get Your Files Here !/7. Epilogue/2. Conclusion - Application Domains of GA and Issues.mp4 146.3 MB
  • ~Get Your Files Here !/7. Epilogue/2. Conclusion - Application Domains of GA and Issues.srt 14.7 KB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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