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MorvanZhou / Evolutionary-Algorithm

Evolutionary Algorithm using Python, 莫烦Python 中文AI教学

1,232 629 Language: Python License: MIT Updated: 17d ago

README

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.

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

If this does help you, please consider donating to support me for better tutorials! Any contribution is greatly appreciated!

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