vumaasha/rl_handson

Reinforcement Learning Hands on Exercises

Reinforcement Learning Hands on Exercises

Each folder contains jupyter notebooks for exercises and their corresponding solutions.

Attempt 💪 the exercises, 👀 the solutions notebook only if you get stuck

1. Multi-Armed Bandits exercise,solution
2. LinUCB exercise,solution
3. Dynamic Programming
4. Temporal Difference Learning

Additional Resources:

• Lectures: https://www.youtube.com/watch?v=2pWv7GOvuf0&list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ
• slides: http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html
• Book: http://incompleteideas.net/book/the-book-2nd.html

Github Repositories used as References:

• https://github.com/ShangtongZhang/reinforcement-learning-an-introduction
• https://github.com/dennybritz/reinforcement-learning
• https://github.com/hill-a/stable-baselines