圖形識別
Pattern Recognition
| 節 | 週三 |
|---|---|
3 10:10–11:00 | 圖形識別 EC114（光復） 3 節連堂 |
4 11:10–12:00 | |
N 12:20–13:10 |
* 根據陽明交大上課時間表所列
An Introduction to Pattern Recognition
Linear algebra, probability, calculus, programming (such as Python), and deep learning programming (such as Pytorch, Keras, or TensorFlow)
無備註
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Four homework assignments (60% = 15% x 4) Final project (40%)
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to Pattern Recognition 2023-02-15(三) |
| 第 2 週 | Linear Model for Regression 2023-02-22(三) |
| 第 3 週 | Linear Model for Classification I 2023-03-01(三) |
| 第 4 週 | Linear Model for Classification II 2023-03-08(三) |
| 第 5 週 | Neural Networks 2023-03-15(三) |
| 第 6 週 | Ensemble Model I 2023-03-22(三) |
| 第 7 週 | Ensemble Model II 2023-03-29(三) |
| 第 8 週 | Holiday. No Lecture. 2023-04-05(三) |
| 第 9 週 | Kernel Method I 2023-04-12(三) |
| 第 10 週 | Kernel Method II 2023-04-19(三) |
| 第 11 週 | Dimensionality Reduction; Clustering 2023-04-26(三) |
| 第 12 週 | Deep Neural Networks 2023-05-03(三) |
| 第 13 週 | Convolutional Neural Networks 2023-05-10(三) |
| 第 14 週 | Attention and Transformers 2023-05-17(三) |
| 第 15 週 | Meta-Learning 2023-05-24(三) |
| 第 16 週 | Guest Lectures 2023-05-31(三) |
| 第 17 週 | 2023-06-07(三) |
| 第 18 週 | 2023-06-14(三) |
1. C. Bishop, Pattern Recognition and Machine Learning, Springer 2006 https://www.springer.com/gp/book/9780387310732 Free pdf download: https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf 2. Ian Goodfellow, Yoshua Bengio, and Aaron Courville, Deep Learning, MIT Press, 2016 Free pdf download: https://www.deeplearningbook.org/
- 地點
- EC701
- 時間
- Wednesday 2:00 pm ~ 3:00 pm
- 聯絡方式
- Instructor: Yen-Yu Lin (林彥宇) Email: lin@cs.nctu.edu.tw TAs: Cheng-Ju Ho (何政儒) Email: ace52751208@gmail.com Ji-Jia Wu (吳季嘉) Email: jijiawu.cs@gmail.com Jui-Che Chiang (江睿哲) Email: benchiang.cs07@nctu.edu.tw