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Open Source Reinforcement Learning Platforms

  • OpenAI Spinning Up - This is an educational resource produced by OpenAI that makes it easier to learn about deep reinforcement learning
  • OpenAI gym - A toolkit for developing and comparing reinforcement learning algorithms
  • OpenAI universe - A software platform for measuring and training an AI's general intelligence across the world's supply of games, websites and other applications
  • DeepMind Lab - A customisable 3D platform for agent-based AI research
  • Project Malmo - A platform for Artificial Intelligence experimentation and research built on top of Minecraft by Microsoft
  • ViZDoom - Doom-based AI research platform for reinforcement learning from raw visual information
  • Retro Learning Environment - An AI platform for reinforcement learning based on video game emulators. Currently supports SNES and Sega Genesis. Compatible with OpenAI gym.
  • torch-twrl - A package that enables reinforcement learning in Torch by Twitter
  • UETorch - A Torch plugin for Unreal Engine 4 by Facebook
  • TorchCraft - Connecting Torch to StarCraft
  • rllab - A framework for developing and evaluating reinforcement learning algorithms, fully compatible with OpenAI Gym
  • TensorForce - Practical deep reinforcement learning on TensorFlow with Gitter support and OpenAI Gym/Universe/DeepMind Lab integration.
  • OpenAI lab - An experimentation system for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.
  • keras-rl - State-of-the art deep reinforcement learning algorithms in Keras designed for compatibility with OpenAI.
  • BURLAP - Brown-UMBC Reinforcement Learning and Planning, a library written in Java
  • MAgent - A Platform for Many-agent Reinforcement Learning.
  • Ray RLlib - Ray RLlib is a reinforcement learning library that aims to provide both performance and composability.
  • SLM Lab - A research framework for Deep Reinforcement Learning using Unity, OpenAI Gym, PyTorch, Tensorflow.
  • Unity ML Agents - Create reinforcement learning environments using the Unity Editor
  • Intel Coach - Coach is a python reinforcement learning research framework containing implementation of many state-of-the-art algorithms.