AI3601: Reinforcement Learning

Shanghai Jiao Tong University, Spring 2023

Teaching Staff

	name	email	office hour
Instructor	Shuai Li	shuaili8@sjtu.edu.cn	Tue 1-2 PM Rm 1406-2, Software College
Chief TA	Fang Kong	fangkong@sjtu.edu.cn	Thu 7-9 PM Online
TA	Canzhe Zhao	canzhezhao@sjtu.edu.cn	Wed 7-9 PM Online
	Ruofeng Yang	wanshuiyin@sjtu.edu.cn	Tue 7-9 PM Rm 1119, Software College
	Zilong Wang	wangzilong@sjtu.edu.cn	Mon 7-9 PM Rm 1119, Software College

News

Course Information

Lecture times

Tue 10:00-11:40 at Dong Xia Yuan 115

Grading

References

UCL Course on RL by David Silver
CS 285: Deep Reinforcement Learning by Sergey Levine at UC Berkeley
CS234: Reinforcement Learning by Emma Brunskill at Stanford
Reinforcement Learning: An Introduction by Rich Sutton and Andew Barto

Schedule

week	date	topic	materials
1	Feb 14	1 Introduction
2	Feb 21	2 Markov Decision Process
3	Feb 28	3 Value-based Methods
4	Mar 7	4 Policy-based Methods
5	Mar 14	5 Planning
6	Mar 21	6 Approximation
7	Mar 28	7 Deep Reinforcement Learning
8	Apr 4	8 Deep Policy Methods
9	Apr 11	9 Model-based Reinforcement Learning
10	Apr 18	10 Immitation Learning
11	Apr 25	11 Offline Reinforcement Learning
12	May 2	Holiday
13	May 9	12 Multi-agent Reinforcement Learning
14	May 16	13 Parametrized Reinforcement Learning
16	May 30 May 31	Presentations