| Reinforcement Learning, second edition
Richard Sutton, Andrew Barto. This is the second edition of the (now classical) book on reinforcement learning. |
| CS234: Reinforcement Learning, Stanford
Emma Brunskill Comprehensive slides and lecture videos. |
| CS 285: Deep Reinforcement Learning, UC Berkeley
Sergey Levine Comprehensive slides and lecture videos. |
| UCL Course on RL (2015)
David Silver Comprehensive slides and lecture videos. |
| CMU 10703: Deep RL and Control, Fall 2018
Katerina Fragkiadaki, Tom Mitchell Slides, readings, resources |
| Policy gradient algorithms
Lillian Weng Nice summary of the many flavors of policy-gradient algorithms. |
| Deep RL: Pong from Pixels
DQN demo
REINFORCEjs
Andrej Karpathy Intuitive descriptions of policy gradients; DeepRL in your browser |
| Dive into Deep Learning An interactive deep learning book, with code, math, discussions, based on NumPy. |