Instructor: Prof. Yen-Yu Lin
An introduction to pattern recognition
Wednesday 2:00 pm ~ 3:00 pm at EC218
Please contact us by the following information:
- Instructor Yen-Yu Lin at lin@cs.nctu.edu.tw
- TA Jimmy Yang at d08922002@ntu.edu.tw
- TA Chen-Hsuan Tai at derekt.cs06@nctu.edu.tw
- TA Cheng-Ju Ho at ace52751208@gmail.com
- 4 homework assignments: 60%, see HW READEME
- Final exam: 40%
| Week | Date | Topic | Remarks |
|---|---|---|---|
| 1 | 02/16 | University Anniversary Celebrations: No lecture | |
| 2 | 02/23 | Introduction to Pattern Recognition | |
| 3 | 03/02 | Linear Model for Regression | |
| 4 | 03/09 | Linear Model for Classification I | HW1 announce |
| 5 | 03/16 | Linear Model for Classification II | |
| 6 | 03/23 | Neural Networks | HW1 due, HW2 announce |
| 7 | 03/30 | Dimensionality Reduction | |
| 8 | 04/06 | Holiday/Cross-university Activities: No lecture | HW2 due |
| 9 | 04/13 | Ensemble Method I | |
| 10 | 04/20 | Ensemble Method II | HW3 announce |
| 11 | 04/27 | Kernel method I | |
| 12 | 05/04 | Kernel method II | HW3 due, HW4 announce |
| 13 | 05/11 | Clustering | |
| 14 | 05/18 | Deep Neural Networks (DNN) and Convolutional Neural Networks (CNN) | HW4 due |
| 15 | 05/25 | Attention and Transformers | HW5 announce if we can't have the final exam in class |
| 16 | 06/01 | Final exam |