# Evolutionary-Algorithm

**Repository Path**: AttackerGry/Evolutionary-Algorithm

## Basic Information

- **Project Name**: Evolutionary-Algorithm
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2018-06-05
- **Last Updated**: 2020-12-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

<p align="center">
    <a href="https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/EA.jpg?raw=true" target="_blank">
    <img width="40%" src="https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/EA.jpg" style="max-width:100%;">
    </a>
</p>

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](https://morvanzhou.github.io/tutorials/) for more.


* [Genetic Algorithm](https://github.com/MorvanZhou/Evolutionary-Algorithm/tree/master/tutorial-contents/Genetic%20Algorithm)
  * [Basic GA](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Genetic%20Algorithm%20Basic.py)
  * [Match Phrase Example](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Match%20Phrase.py)
  * [Travel Sales Problem](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Travel%20Sales%20Person.py)
  * [Find Path Example](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Find%20Path.py)
  * [Microbial GA](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Microbial%20Genetic%20Algorithm.py)
* [Evolution Strategy](https://github.com/MorvanZhou/Evolutionary-Algorithm/tree/master/tutorial-contents/Evolution%20Strategy)
  * [Basic ES](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Evolution%20Strategy/Evolution%20Strategy%20Basic.py)
  * [(1+1)-ES](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Evolution%20Strategy/(1%2B1)-ES.py)
  * [Natural Evolution Strategy (NES)](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Evolution%20Strategy/Natural%20Evolution%20Strategy%20(NES).py)
* [Using Neural Nets](https://github.com/MorvanZhou/Evolutionary-Algorithm/tree/master/tutorial-contents/Using%20Neural%20Nets)
  * [NEAT for Supervised-Learning](https://github.com/MorvanZhou/Evolutionary-Algorithm/tree/master/tutorial-contents/Using%20Neural%20Nets/NEAT)
  * [NEAT for Reinforcement-Learning](https://github.com/MorvanZhou/Evolutionary-Algorithm/tree/master/tutorial-contents/Using%20Neural%20Nets/NEAT_gym)
  * [Distributed ES with Neural Nets (OpenAI)](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Using%20Neural%20Nets/Evolution%20Strategy%20with%20Neural%20Nets.py)


### [Basic GA](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Genetic%20Algorithm%20Basic.py)


<a href="https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Genetic%20Algorithm%20Basic.py">
    <img class="course-image" src="/demo/ga.gif">
</a>

### [Match Phrase Example](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Match%20Phrase.py)

<a href="https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Match%20Phrase.py">
    <img class="course-image" src="/demo/phrase.gif">
</a>

### [Travel Sales Problem](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Travel%20Sales%20Person.py)

<a href="https://github.com/MorvanZhou/Tensorflow-Tutorial/blob/master/tutorial-contents/302_simple_classification.py">
    <img class="course-image" src="/demo/tsp.gif">
</a>

### [Find Path Example](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Find%20Path.py)
<a href="https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Genetic%20Algorithm/Find%20Path.py">
    <img class="course-image" src="/demo/find path.gif" >
</a>

### [Basic ES](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Evolution%20Strategy/Evolution%20Strategy%20Basic.py)

<a href="https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Evolution%20Strategy/Evolution%20Strategy%20Basic.py">
    <img class="course-image" src="/demo/es.gif" >
</a>

### [Natural Evolution Strategy (NES)](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Evolution%20Strategy/Natural%20Evolution%20Strategy%20(NES).py)

<a href="https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Evolution%20Strategy/Natural%20Evolution%20Strategy%20(NES).py">
    <img class="course-image" src="/demo/nes.gif" >
</a>

### [Distributed ES with Neural Nets (OpenAI)](https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Using%20Neural%20Nets/Evolution%20Strategy%20with%20Neural%20Nets.py)

<a href="https://github.com/MorvanZhou/Evolutionary-Algorithm/blob/master/tutorial-contents/Using%20Neural%20Nets/Evolution%20Strategy%20with%20Neural%20Nets.py">
    <img class="course-image" src="/demo/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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