Learning Reinforcement Learning

Collection of resources for learning and practising Reinforcement Learning, with Tensorflow and OpenAI Gym.

Resources

Courses/Books

• Denny Britz's Learning Reinforcement Learning, repo
• Udacity's ud600
• David Silver's lectures
• Richard Sutton's Reinforcement Learning : An Introduction

DQN

• Playing Atari with Deep Reinforcement Learning, dec 2013

• Human-level control through deep reinforcement learning, feb 2015

• Prioritized Experience Replay, nov 2015

• Deep Reinforcement Learning with Double Q-learning, sep 2015

• Mountain Car Problem

• RL experiments in Tensorflow

• dennybritz/reinforcement-learning - DQN

Policy Gradient Methods

• Continuous control with deep reinforcement learning, 9, sep 2015
• [Denny Britz] (https://github.com/dennybritz/reinforcement-learning/tree/master/PolicyGradient)