deep-reinforcement-learning

Some experiments about reinforcement learning , the environment is mainly on CartPole

Models

• classical rl

  • Dynamic Programming
  • Monte-Carlo
  • Temporal Difference

• dqn

• reinforce

• actor-critic

Resource

• Deep-Reinforcement-Learning-Algorithms-with-PyTorch
• books
• deep-reinforcement-learning-papers
• awesome-rl Many resources about rl
• reinforcement-learning
• reinforcement-learning-an-introduction

FrameWork

• openai/baseline
• rlcode
• dopamine
• SLM-Lab Modular Deep Reinforcement Learning framework in PyTorch
• Spriteworld

Tools

• spiningup OpenAI Docs-zh Docs-en
• TRFL Deepmind TensorFlow Reinforcement Learning
• Tensorforce a TensorFlow library for applied reinforcement learning

Plateforms

• 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

• 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.

Games

• FlappyBird
• AIGames
• Games