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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

Match Phrase Example

Travel Sales Problem

Find Path Example

Basic ES

Natural Evolution Strategy (NES)

Distributed ES with Neural Nets (OpenAI)

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

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Evolutionary Algorithm using Python, 莫烦Python 中文AI教学

mofanpy.com/tutorials/machine-learning/evolutionary-algorithm/

Topics

distributed-esesevolution-strategiesevolution-strategyevolutionary-algorithmgenetic-algorithmmachine-learningmicrobial-gamicrobial-genetic-algorithmneatnesneural-netsneural-networkneuroevolutionopenaipythonreinforcement-learningtravel-sale-problemtravel-sales-problemtutorial

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