週次 |
日期 |
單元主題 |
Week 1 |
2/19 |
Introduction to the course, Introduction to Probability |
Week 2 |
2/26 |
Common Probability Distributions |
Week 3 |
3/05 |
Fitting Probability Models |
Week 4 |
3/12 |
The Normal Distribution, Learning and Inference in Machine Perception |
Week 5 |
3/19 |
Learning and Inference in Machine Perception |
Week 6 |
3/26 |
Data Preprocessing |
Week 7 |
4/02 |
No Class (清明節, 溫書假停課) |
Week 8 |
4/09 |
Preprocessing (Skin Detection Demonstration) |
Week 9 |
4/16 |
Modeling Complex Data Densities |
Week 10 |
4/23 |
Regression and (Competition I: Face Recognition using RGB-D data) |
Week 11 |
4/30 |
Classification (Appendix B: Optimization) |
Week 12 |
5/07 |
Graphical Models |
Week 13 |
5/14 |
Models for Chains and Trees |
Week 14 |
5/21 |
Models for Grids |
Week 15 |
5/28 |
Models for Grids and Final Project Proposal |
Week 16 |
6/04 |
ICRA (No class) |
Week 17 |
6/11 |
Temporal Models |
Week 18 |
6/18 |
No class |
Week 19 |
6/25 |
Final Project Demo and Presentation |