機器學習概論
Introduction to Machine Learning
| 節 | 週二 |
|---|---|
5 13:20–14:10 | 機器學習概論 EC022（光復） 3 節連堂 |
6 14:20–15:10 | |
7 15:30–16:20 |
* 根據陽明交大上課時間表所列
I am going to give an introduction to several representative machine learning algorithms, such as linear models for classification and regression, dimensionality reduction methods, neural networks, ensemble methods, kernel methods, deep learning, convolutional neural networks, transformers, and meta learning.
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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Five homework assignments (60% = 12% x 5) Final exam (40%)
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to Machine Learning 9/13 |
| 第 2 週 | Linear Model for Regression 9/20 |
| 第 3 週 | Linear Model for Classification I 9/27 |
| 第 4 週 | Linear Model for Classification II 10/4 |
| 第 5 週 | Neural Networks 10/11 |
| 第 6 週 | Dimensionality Reduction 10/18 |
| 第 7 週 | Ensemble Model I 10/25 |
| 第 8 週 | Ensemble Model II 11/1 |
| 第 9 週 | Kernel Method I 11/8 |
| 第 10 週 | Kernel Method II 11/15 |
| 第 11 週 | Clustering 11/22 |
| 第 12 週 | Deep Neural Networks (DNN) and Convolutional Neural Networks (CNN) 11/29 |
| 第 13 週 | Attention and Transformers 12/6 |
| 第 14 週 | Generative Adversarial Networks and Meta Learning 12/13 |
| 第 15 週 | Guest Lectures (tentative) 12/20 |
| 第 16 週 | Final Exam 12/27 |
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 Please send us an email in advance for making an appointment.
- 時間
- Tuesday 4:20 pm ~ 5:20 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 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