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) EC115（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, and computer programming
無備註
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Four homework assignments (60%) Final exam (40%)
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction 2/24 |
| 第 2 週 | Linear Model for Regression 3/3 |
| 第 3 週 | Linear Model for Classification I 3/10 |
| 第 4 週 | Linear Model for Classification II 3/17 |
| 第 5 週 | Neural Networks 3/24 |
| 第 6 週 | Dimensionality Reduction 3/31 |
| 第 7 週 | Ensemble Model I 4/7 |
| 第 8 週 | Ensemble Model II 4/14 |
| 第 9 週 | Kernel Method I 4/21 |
| 第 10 週 | Kernel Method II 4/28 |
| 第 11 週 | Clustering 5/5 |
| 第 12 週 | Deep Learning 5/12 |
| 第 13 週 | Convolutional Neural Networks (CNN) 5/19 |
| 第 14 週 | Deep Autoencoder (DAE) and Generative Adversarial Networks (GAN) 5/26 |
| 第 15 週 | Guest Lectures 6/2 |
| 第 16 週 | Final Exam 6/9 |
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 online at https://www.deeplearningbook.org/
- 地點
- EC118
- 時間
- Thursday 2:00 pm ~ 4:00 pm
- 聯絡方式
- Instructor Yen-Yu Lin (林彥宇) at lin@cs.nctu.edu.tw TA Jimmy Yang (楊証琨) at d08922002@ntu.edu.tw TA Po-Sheng Liu (劉柏聲) at bensonliu0904@gmail.com TA Yu-Lin Lu (陸玉霖) at oscar861201@gmail.com