Lectures
- David Silver video from bilibili
- 李宏毅 video from bilibili
- UCB CS294-112 video from bilibili
- UCB CS294-112课程主页
- UCL David Silver课程主页
Blogs
- DennyBrytz’s blog about his RL repository codes
- OpenAI’s blog
- DeepMind’s blog
- UCB RL-related blog
- 知乎大佬的主页
Textbooks
Some of the materials above is adapted from an article about reinforcement learning on zhihu.
Codes for study
- OpenAI Baselines: high-quality implementations of RL algorithms
- DennyBrytz’s guthub repository about RL (9K+ stars)
- MorvanZhou’s github repository about reinforcement learning
- carpedm20/deep-rl-tensorflow
- matthiasplappert/keras-rl
Tutorials:
- Introduction to Reinforcement Learning (Joelle Pineau @ Deep Learning Summer School 2016)
- Deep Reinforcement Learning (Pieter Abbeel @ Deep Learning Summer School 2016)
- Deep Reinforcement Learning ICML 2016 Tutorial (David Silver)
- Tutorial: Introduction to Reinforcement Learning with Function Approximation
- John Schulman - Deep Reinforcement Learning (4 Lectures)
- Deep Reinforcement Learning Slides @ NIPS 2016
- OpenAI Spinning Up