圖形識別(英文授課)
Pattern Recognition
| 節 | 週三 |
|---|---|
3 10:10–11:00 | 圖形識別(英文授課) 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)
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Four homework assignments (60%) Final exam (40%)
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| 週次 | 主題 |
|---|---|
| 第 1 週 | University Anniversary Celebrations: No lecture 2/16 |
| 第 2 週 | Introduction to Pattern Recognition 2/23 |
| 第 3 週 | Linear Model for Regression 3/2 |
| 第 4 週 | Linear Model for Classification I 3/9 |
| 第 5 週 | Linear Model for Classification II 3/16 |
| 第 6 週 | Neural Networks 3/23 |
| 第 7 週 | Dimensionality Reduction 3/30 |
| 第 8 週 | Holiday/Cross-university Activities: No lecture 4/6 |
| 第 9 週 | Ensemble Model I 4/13 |
| 第 10 週 | Ensemble Model II 4/20 |
| 第 11 週 | Kernel Method I 4/27 |
| 第 12 週 | Kernel Method II 5/4 |
| 第 13 週 | Clustering 5/11 |
| 第 14 週 | Deep Neural Networks (DNN) and Convolutional Neural Networks (CNN) 5/18 |
| 第 15 週 | Attention and Transformers 5/25 |
| 第 16 週 | Final Exam 6/1 |
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
- EC218
- 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: Jimmy Yang (楊証琨) Email: d08922002@csie.ntu.edu.tw Chen-Hsuan Tai (戴晨軒) Email: derekt.cs06@nctu.edu.tw Cheng-Ju Ho (何政儒) Email: ace52751208@gmail.com