CS410: Artificial Intelligence

Shanghai Jiao Tong University, Fall 2020

Teaching Staff

	name	email	office hour
Instructor	Shuai Li	shuaili8@sjtu.edu.cn	Thu 16:00-17:00 Rm 1406-2, Software College
TA	Fang Kong	fangkong@sjtu.edu.cn	Thu 18:00-20:00 Rm 1119, Software College
TA	Qizhi Li	qizhili@sjtu.edu.cn	Fri 20:00-22:00 Rm 1119, Software College

News

• HW5 is out and is due on Dec 17.
• HW4 is out and is due on Dec 4.
• HW3 is out and is due on Nov 24.
• Tutorial 3 is about the Project 2 and multi-task learning. [pdf]
• Project 2 is out and is due on Dec 23.
• Tutorial 2 is about the Project 1 and GCN. [pdf]
• Project 1 is out and is due on Dec 27.
• Tutorial 1 is about the Python basics, tensorflow and pytorch. [pdf]

Course Information

Lecture times

• Thu 12:55-15:40 at Dong Zhong Yuan 1-108

Grading Your grade will be determined assignments (35%), projects (25%+35%) and participance (5%).

References

• CS 188 Introduction to Artificial Intelligence by UC Berkeley

Schedule

week	date	topic	materials
1	Sep 10	1 Introduction	pdf
2	Sep 17	2 Uninformed Search	link supp
3	Sep 24	3 Informed Search	link supp
4		National Day Holiday
5		National Day Holiday
6	Oct 15	4 Machine Learning Basics	pdf
7	Oct 22	5 Logistic Regression	pdf
8	Oct 29	6 Neural Networks	pdf
9	Nov 5	7 Convolutional Neural Networks	pdf(updated on Nov 4) supp
10	Nov 12	8 Constraint Satisfaction Problems	link demo
11	Nov 19		link
12	Nov 26	9 Game Trees	link
13	Dec 3		link
14	Dec 10	10 MDP	link link
15	Dec 17	11 Reinforcement Learning	link link
16	Dec 24	Presentation