機器學習
Machine Learning
| 節 | 週一 |
|---|---|
5 13:20–14:10 | 機器學習 EE207（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
In this course, to enable students to understand the application of machine learning and the theoretical background of machine learning and evaluate how to use appropriate algorithms in practical examples. Topics cover regression analysis in data prediction, data dimensionality reduction methods in data feature extraction, and neural network-like methods in data classification.
Linear algebra, probability, fundamental calculus, programming (Python, Matlab, Tensorflow, etc.), optimization EECN30124), highly recommended!
無備註
TA: TBD
Two Python assignments 20% Mid-term exam 30% Final exam 30% Final presentation 20%
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Intro & probability & optimization 2024-02-19(一) |
| 第 2 週 | No class 2024-02-26(一) |
| 第 3 週 | Fundamentals of ML 2024-03-04(一) |
| 第 4 週 | Parametric methods 2024-03-11(一) |
| 第 5 週 | Regression 2024-03-18(一) |
| 第 6 週 | Dimension reduction 2024-03-25(一) |
| 第 7 週 | Clustering 2024-04-01(一) |
| 第 8 週 | Mid-term 2024-04-08(一) |
| 第 9 週 | Logistic regression & Decision Tree 2024-04-15(一) |
| 第 10 週 | Kernel machines 2024-04-22(一) |
| 第 11 週 | Hidden Markov Models 2024-04-29(一) |
| 第 12 週 | Deep Neural Networks 2024-05-06(一) |
| 第 13 週 | Ensemble methods 2024-05-13(一) |
| 第 14 週 | Reinforcement learning 2024-05-20(一) |
| 第 15 週 | Generative AI + Project presentation 2024-05-27(一) |
| 第 16 週 | Final exam 2024-06-03(一) |
1. E. Alpaydin (2004). Introduction to machine learning. Cambridge, MA: MIT Press. 2. Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar. Foundations of machine learning. MIT press, 2018. 3. C. Bishop "Pattern Recognition and Machine Learning (Information Science and Statistics), 1st edn. 2006. corr. 2nd printing edn." (2007). 4. Sergios Theodoridis (2015). Machine Learning: A Bayesian and Optimization Perspective. Elsevier Ltd. 5. Sebastian Raschka (2015), Python machine learning. Packt publishing ltd.
- 地點
- EE749
- 時間
- Monday, 11am-12pm
- 聯絡方式
- Tel: 03-5712121 ext54345 or Email: sofin@nycu.edu.tw