- 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
- ROS Reinforcement Learning Tutorial
- POMDP for Dummies
- Scholarpedia articles on:
- 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.