Giter Club home page Giter Club logo

rl-code-resources's Introduction

RL-code-resources

A collection of Reinforcement Learning code resources, frameworks and environments. Every link below is a GitHub link so this is mainly focused on resources that are directly related to open-source code. For other types of resources check out awesome-rl, spinning up and our 4 hour Reinforcement Learning course we created: An Introduction to Deep Reinforcement Learning

Feel free to raise issues, pull requests or email us at [email protected] for missing resources you think we should add.

RL Frameworks and design patterns

There really aren't many truly popular RL "frameworks" (i.e. the equivalent of DL frameworks but for RL) and there isn't even agreed upon formal design patterns/workflows that are common across all RL algorithm implementations. Also, the distinction between framework and "collection of algorithms" is hard to specify sometimes. Therefore, the below list is a mix within this continuum as well as some RL courses.

PyTorch

TensorFlow

Other

RL Environments

General collections

3D Environments

https://github.com/allenai/ai2thor

Real Time Strategy (RTS)

https://github.com/deepmind/pysc2

Control and robotics

Some of these aren't necessarily for RL but could be for motion planning and simulating complex robotics systems.

Multi-agent

GridWorlds

Non-RL based (e.g. vision)

Other

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.