In these tutorials, we will demonstrate and visualize algorithms like Genetic Algorithm,
Evolution Strategy, NEAT etc.

All methods mentioned below have their video and text tutorial in Chinese. Visit 莫烦 Python for more.

A python package for Evolution algorithm is now available. Details are found at MEvo.

• Genetic Algorithm
  • Basic GA
  • Match Phrase Example
  • Travel Sales Problem
  • Find Path Example
  • Microbial GA
• Evolution Strategy
  • Basic ES
  • (1+1)-ES
  • Natural Evolution Strategy (NES)
• Using Neural Nets
  • NEAT for Supervised-Learning
  • NEAT for Reinforcement-Learning
  • Distributed ES with Neural Nets (OpenAI)

Basic GA

<a href="tutorial-contents/Genetic%20Algorithm/Genetic%20Algorithm%20Basic.py">
<img class="course-image" src="https://mofanpy.com/static/results/evolutionary-algorithm/2-1-0.gif">
</a>

Match Phrase Example

<a href="tutorial-contents/Genetic%20Algorithm/Match%20Phrase.py">
<img class="course-image" src="https://mofanpy.com/static/results/evolutionary-algorithm/phrase.gif">
</a>

Travel Sales Problem

<a href="tutorial-contents/Genetic%20Algorithm/Travel%20Sales%20Person.py">
<img class="course-image" src="https://mofanpy.com/static/results/evolutionary-algorithm/2-3-0.gif">
</a>

Find Path Example

<a href="tutorial-contents/Genetic%20Algorithm/Find%20Path.py">
<img class="course-image" src="https://mofanpy.com/static/results/evolutionary-algorithm/2-4-0.gif" >
</a>

Basic ES

<a href="tutorial-contents/Evolution%20Strategy/Evolution%20Strategy%20Basic.py">
<img class="course-image" src="https://mofanpy.com/static/results/evolutionary-algorithm/3-1-0.gif" >
</a>

Natural Evolution Strategy (NES)

<a href="tutorial-contents/Evolution%20Strategy/Natural%20Evolution%20Strategy%20(NES).py">
<img class="course-image" src="https://mofanpy.com/static/results/evolutionary-algorithm/3-3-0.gif" >
</a>

Distributed ES with Neural Nets (OpenAI)

<a href="tutorial-contents/Using%20Neural%20Nets/Evolution%20Strategy%20with%20Neural%20Nets.py">
<img class="course-image" src="https://mofanpy.com/static/results/evolutionary-algorithm/es_rl.gif" >
</a>

Donation

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