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Books

• https://www.deeplearningbook.org Ian Goodfellow

Tutorials / Websites

• https://spinningup.openai.com/en/latest/ Spinning Up in Deep RL
• Mance Harmon and Stephanie Harmon, Reinforcement Learning: A Tutorial
• C. Igel, M.A. Riedmiller, et al., Reinforcement Learning in a Nutshell, ESANN, 2007. [Paper]
• UNSW - Reinforcement Learning
  • Introduction
  • TD-Learning
  • Q-Learning and SARSA
  • Applet for "Cat and Mouse" Game
• ROS Reinforcement Learning Tutorial
• POMDP for Dummies
• Scholarpedia articles on:
  • Reinforcement Learning
  • Temporal Difference Learning
• Repository with useful MATLAB Software, presentations, and demo videos
• Bibliography on Reinforcement Learning
• UC Berkeley - CS 294: Deep Reinforcement Learning, Fall 2015 (John Schulman, Pieter Abbeel) [Class Website]
• Blog posts on Reinforcement Learning, Parts 1-4 by Travis DeWolf
• The Arcade Learning Environment - Atari 2600 games environment for developing AI agents
• Deep Reinforcement Learning: Pong from Pixels by Andrej Karpathy
• Demystifying Deep Reinforcement Learning
• Let’s make a DQN
• Simple Reinforcement Learning with Tensorflow, Parts 0-8 by Arthur Juliani
• Practical_RL - github-based course in reinforcement learning in the wild (lectures, coding labs, projects)
• RLenv.directory: Explore and find new reinforcement learning environments.