Reinforcement Learning - carlocayos/my-sites-list GitHub Wiki
Reinforcement Learning
Online Lectures
- ⭐ David Silver Introduction to Reinforcement Learning
- ⭐ DeepMind Reinforcement Learning Series 2021
- ⭐ OpenAI Spinning Up in Deep RL!
- ⭐ Tutorial: Introduction to Reinforcement Learning with Function Approximation - Rich Sutton
- ⭐ Introduction to RL by Tim Miller
- Georgia Tech CS7642 Reinforcement Learning
⭐ Andrej Karpathy RL Learning path
Hugging Face
- ⭐ Hugging Face Deep RL Class
- Prerequisites:
Stable Baselines 3
⭐ The Best Tools for Reinforcement Learning in Python You Actually Want to Try - 2022
Books and Papers
- ⭐ Reinforcement Learning by Sutton and Barto
- This is "The" RL bible, read it at least 3 times.
- ⭐ Grokking Deep Reinforcement Learning
- A Generalized Reinforcement-Learning Model: Convergence and Applications by Littman and Szepesvari (1996)
- ⭐ Deep Reinforcement Learning and the Deadly Triad
Other RL Links
- ⭐ Awesome Reinforcement Learning
- ⭐ Reinforcement Learning for Fun
- Quora answer: Difference between V(s) and Q(s,a)
- RL Environment list
- RL Environment zoo
- Awesome Deep RL
- ⭐ An Outsider's Tour of Reinforcement Learning
- Exploration vs Exploitation and Decaying Epsilon
- Denny Britz RL Resources
⭐ DQN (Deep Q Networks)
I like DQN, so it has its own section.
⭐ Open Ended Learning
- DeepMind- Open-Ended Learning Leads to Generally Capable Agents
- Generally capable agents emerge from open-ended play
- Open-Ended Learning Leads to Generally Capable Agents - paper 42MB
DeepMind
Resources from DeepMind