Evolutionary Algorithm
Evolutionary Algorithm using Python, 莫烦Python 中文AI教学
In these tutorials, we will demonstrate and visualize algorithms like Genetic Algorithm, Evolution Strategy, NEAT etc. The project is written primarily in Python, distributed under the MIT License license, first published in 2017. It has gained significant community traction with 1,233 stars and 620 forks on GitHub. Key topics include: distributed-es, es, evolution-strategies, evolution-strategy, evolutionary-algorithm.
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
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