Weg's Tutorials

Reinforcement Learning:

Foundations

Topic Implemented Tutorial
Q Tabular Learning ✅ soon
Actor Critic ✅ here
Deep Q Learning ✅ here
Experience Replay ✅ here
Life After Experience Replay 🎓 here

Upgrades

Topic Implemented Tutorial
Cleanup, Epsilon-Greedy, and Numpy Memory 🚿 here
Double DQL ✅ here
Dueling DQL ✅
Dueling Double DQL ✅
Continuous Action Spaces ✅

Pathways

Topic Implemented Tutorial
Prioritized Experience Replay ✅ soon
Distributed Learning: A2C/A3C
Batch PPO ✅ hard
Curiosity: ICM hard
It Was Me: ICM2 harder
Multi Agent
Go-Explore hard