Git Product home page Git Product logo

learn-to-walk-with-genetic-algs's Introduction

Learning to walk with genetic algorithms

Learning to walk with genetic algorithms by optimizing a truncated Fourier series, applied to a realistic bio-mechanical model of the human body.

It used the OpenSim environment for biomechanical simulations, modified for the NIPS 2017 "Learning to Run" competition. Here you can find their repository with a detailed introduction: https://github.com/stanfordnmbl/osim-rl.

Here you can find an article about this project where I explain it in some detail. https://medium.com/towards-data-science/learning-to-walk-with-evolutionary-algorithms-applied-to-a-bio-mechanical-model-1ccc094537ce

learn-to-walk-with-genetic-algs's People

Contributors

normandipalo avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar

learn-to-walk-with-genetic-algs's Issues

Awesome and simple idea. However, when running code reward stuck at ~1.

Hey Norman.

Thanks for the awesome blog post ! The idea of representing control with Fourier series is neat.

However when running the code I couldn't get beyond reward of ~1. I followed your suggestion and ran three models in parallel to avoid local minima, but still got stuck at the same reward.

I am starting to wonder whether there is some problem with the environment itself. Can you share which version of python and which commit of the environment you were using ? Otherwise, maybe there is some small important detail in code missing.

Thanks!

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.