Instructor: Prof. Yen-Yu Lin
An introduction to pattern recognition
Wednesday 1:30 pm ~ 3:30 pm at EC118
Please contact instructor Yen-Yu Lin at lin@cs.nctu.edu.tw or TA Jimmy Yang at d08922002@ntu.edu.tw, TA Chung-Hsuan Cheng at scott19880525@gmail.com
- 4 homework assignments: 40%, see HW READEME
- Midtern exam: 30%
- Final exam: 30%
| Week | Date | Topic | Remarks |
|---|---|---|---|
| 1 | 03/04, 03/06 | Introduction | |
| 2 | 03/11, 03/13 | Linear Model for Regression | |
| 3 | 03/18, 03/20 | Linear Model for Classification | HW1 anoounce |
| 4 | 03/25, 03/27 | Neural Networks | |
| 5 | 04/01, 04/03 | Dimensionality Reduction | HW1 due |
| 6 | 04/08, 04/10 | Kernel Method I | |
| 7 | 04/15, 04/17 | Kernel Method II | HW2 announce |
| 8 | 04/22, 04/24 | Ensemble Method I | |
| 9 | 04/29, 05/01 | Midtern Exam | W2 due |
| 10 | 05/06, 05/08 | Ensemble Method II | HW3 announce |
| 11 | 05/13, 05/15 | Clustering | |
| 12 | 05/20, 05/22 | Neural Networks and Deep Learning | HW3 due, HW4 announce |
| 13 | 05/27, 05/29 | Convolutional Neural Networks (CNN) | |
| 14 | 06/03, 06/05 | Representative CNN Models | HW4 due |
| 15 | 06/10, 06/12 | Deep Autoencoder (DAE) and Generative Adversarial Networks (GAN) | |
| 16 | 06/17, 06/19 | Final exam | |
| 17 | 06/24, 06/26 | Guest lecture |