Instructor: Prof. Yen-Yu Lin
Introduction to Machine Learning
Tuesday 4:20 pm ~ 5:20 pm at EC701
Please contact us by the following information:
- Instructor Yen-Yu Lin at lin@cs.nctu.edu.tw
- TA Jimmy Yang at d08922002@csie.ntu.edu.tw
- TA Cheng-Ju Ho at ace52751208@gmail.com
- TA Ji-Jia Wu at jijiawu.cs@gmail.com
- TA Jui-Che Chiang at benchiang.cs07@nctu.edu.tw
- 5 homework assignments (60% = 12% x 5), see HW READEME
- Final exam (40%)
| Week | Date | Topic | Remarks |
|---|---|---|---|
| 1 | 09/13 | Introduction to Machine Learning | |
| 2 | 09/20 | Linear Model for Regression | |
| 3 | 09/27 | Linear Model for Classification I | |
| 4 | 10/04 | Linear Model for Classification II | HW1 announce |
| 5 | 10/11 | Neural Networks | |
| 6 | 10/18 | Dimensionality Reduction | HW2 announce |
| 7 | 10/25 | Ensemble Method I | HW1 due |
| 8 | 11/01 | Ensemble Method II | HW2 due, HW3 announce |
| 9 | 11/08 | Kernel method I | |
| 10 | 11/15 | Kernel method II | HW3 due, HW4 announce |
| 11 | 11/22 | Clustering | |
| 12 | 11/29 | Deep Neural Networks (DNN) and Convolutional Neural Networks (CNN) | HW4 due, Final_proj announce if we can't have the exam |
| 13 | 12/06 | Attention and Transformers | HW5 announce |
| 14 | 12/13 | Generative Adversarial Networks and Meta Learning | |
| 15 | 12/20 | Guest Lectures (tentative) | HW5 due |
| 16 | 12/27 | Final exam |