Useful resources relating to Reinforcement Learning
Pathmind AI Wiki
: A Beginner's Guide to Deep Reinforcement LearningOpenAI PPO Baselines
: Provides short explanation of PPO, with baselines of PPO, PPO2, ACER, and TRPO.Kaparthy RL
: Andrej Kaparthy's Thoughts on RLLil'Log
Lilian Weng's Blog, all things RLHugging Face
Illustrating Reinforcement Learning from Human Feedback (RLHF)Hugging Face
Introducing Decision Transformers on Hugging Face 🤗Deepmind
Optimising computer systems with more generalised AI tools
Hugging Face Deep-RL
: Course on Deep-RLStanford CS234
: Stanford course on RLBerkeley Deep-RL
: Berkeley course on RLKaggle
: Quick courses on a variety of data science and ML topicsOpenAI Spinning Up
: Educational resource produced by OpenAI that makes it easier to learn about Deep-RLUCLxDavid-Silver RL
: David Silver teaches RL at UCL in 2015DeepMind YT Playlist
: A series of lectures by DeepMind
- (ICML'15): Trust Region Policy Optimization (TRPO)
PDF
- Solving Large Imperfect Information Games Using (CFR+)
PDF
- MCCFR: Monte Carlo Sampling for Regret Minimization in Extensive Games
PDF
- Pluribus: Superhuman AI for multiplayer poker
PDF
Meta AI Blog
- ReBeL: Combining Deep Reinforcement Learning and Search for Imperfect-Information Games
arXiv
Github
- AlphaStar: Mastering the real-time strategy game StarCraft II
Deepmind Blog
- Negotiation and honesty in artificial intelligence methods for the board game of Diplomacy
Deepmind Blog
Nature
- Mastering Stratego, the classic game of imperfect information
Deepmind Blog
DeepNash Paper
Science Article
DeepNash Code
Lux AI
: Multi-agent RL, unit navigation, resource gathering, macro and micro strategies, multi-variable optimization, resource gathering , and allocation problem
MSAIL
: Michigan Student Artificial Intelligence Lab