This short course is made based on materials in Sutton and Barto (2018), Puterman (1994), DeepMind & UCL RL lecture series and some research papers. It was recently used in Umich, HKU, Tsinghua University, NKU, SWUFE, ECNU, SDU, ZJU and RUC. A longer version of the course is available in LSE.
Slides and other materials are available in a separate folder for each lecture.
- Foundations of Reinforcement Learning
- Planning and Learning
- Q-Learning and Beyond
- Policy- and Model-based Learning
- Offline Reinforcement Learning
Shield:
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
