|
週次 |
日期 |
單元主題 |
|
第1週 |
2/18 |
Introduction and History of AI, Uninformed Search |
|
第2週 |
2/25 |
Informed Search: A* Algorithm and Heuristic Search |
|
第3週 |
3/4 |
Constraint Satisfaction Problems |
|
第4週 |
3/11 |
Adversarial Search, Games |
|
第5週 |
3/18 |
Propositional Logic and Planning |
|
第6週 |
3/25 |
Logical Agent, First-Order Logic |
|
第7週 |
4/1 |
Bayesian inference |
|
第8週 |
4/8 |
Midterm |
|
第9週 |
4/15 |
Machine Learning Overview, Logistic Regression |
|
第10週 |
4/22 |
Nonlinear Learning: Decision Tree Ensemble |
|
第11週 |
4/29 |
Probabilistic Modeling: Markov Decision Process and/or Reinforcement Learning |
|
第12週 |
5/6 |
Unsupervised Learning: K-means Clustering, Principal Component Analysis |
|
第13週 |
5/13 |
Neural Networks and Deep Learning |
|
第14週 |
5/20 |
Proper Uses of Machine Learning |
|
第15週 |
5/27 |
Connection to Advanced Topics and Other Courses |
|
第16週 |
6/3 |
Dragon Boat Festival, No class |
|
第17週 |
6/10 |
Final Project Due |