週次 |
日期 |
單元主題 |
第1週 |
2/21 |
Introduction and History of AI, Uninformed Search |
第2週 |
2/28 |
Break |
第3週 |
3/6 |
Informed Search: A* Algorithm and Heuristic Search |
第4週 |
3/13 |
Constraint Satisfaction Problems |
第5週 |
3/20 |
Adversarial Search, Games |
第6週 |
3/27 |
Bayesian Representation |
第7週 |
4/3 |
Bayesian Inference |
第8週 |
4/10 |
Midterm |
第9週 |
4/17 |
Machine Learning Overview, Linear Models for Supervised Machine Learning |
第10週 |
4/24 |
Nonlinear Models for Supervised Machine Learning |
第11週 |
5/1 |
Deep Learning Models for Supervised Machine Learning (1/2) |
第12週 |
5/8 |
Deep Learning Models for Supervised Machine Learning (2/2) |
第13週 |
5/15 |
Unsupervised Machine Learning (1/2) |
第14週 |
5/22 |
Unsupervised Machine Learning (2/2) |
第15週 |
5/29 |
Reinforcement Learning |