|
週次 |
日期 |
單元主題 |
|
第1週 |
02/22 |
Introduction and History of AI, Uninformed Search |
|
第2週 |
03/01 |
Informed Search: A* Algorithm and Heuristic Search |
|
第3週 |
03/08 |
Constraint Satisfaction Problems |
|
第4週 |
03/15 |
Adversarial Search, Games |
|
第5週 |
03/22 |
Propositional Logic and Planning |
|
第6週 |
03/29 |
Logical Agent, First-Order Logic
Bayesian inference |
|
第7週 |
04/05 |
Break |
|
第8週 |
04/12 |
Midterm |
|
第9週 |
04/19 |
Machine Learning Overview, Logistic Regression |
|
第10週 |
04/26 |
Nonlinear Learning: Decision Tree Ensemble |
|
第11週 |
05/03 |
Probabilistic Modeling: Markov Decision Process and/or Reinforcement Learning |
|
第12週 |
05/10 |
Unsupervised Learning: K-means Clustering, Principal Component Analysis |
|
第13週 |
05/17 |
Neural Networks and Deep Learning |
|
第14週 |
05/24 |
Proper Uses of Machine Learning |
|
第15週 |
05/31 |
Connection to Advanced Topics and Other Courses |
|
第16週 |
06/07 |
Final |