統計學習與資料探勘
Statistical Learning and Data Mining
| 節 | 週二 |
|---|---|
3 10:10–11:00 | 統計學習與資料探勘 YN302（陽明） 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
This course is aimed for introducing statistical concepts and methods for computer-based data analysis, which is now commonly called “statistical learning”, “machine learning”, or “data mining”. The course is suitable for both mathematics/statistics- or biology/computer-background students.
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Support vector machine T 2021/02/23 |
| 第 2 週 | The jackknife, the bootstrap and cross-validationhe jackknife, the bootstrap and cross-validation 2021/03/02 |
| 第 3 週 | Model selection and regularization 2021/03/09 |
| 第 4 週 | Dimension reduction 2021/03/16 |
| 第 5 週 | Nonparametric regression 2021/03/23 |
| 第 6 週 | Tree and random forests 2021/03/30 |
| 第 7 週 | Clustering methods 2021/04/06 |
| 第 8 週 | Neural networks and deep learning 2021/04/13 |
| 第 9 週 | Final exam 2021/04/20 |
| 第 10 週 | 2021/04/27 |
| 第 11 週 | 2021/05/04 |
| 第 12 週 | 2021/05/11 |
| 第 13 週 | 2021/05/18 |
| 第 14 週 | 2021/05/25 |
| 第 15 週 | 2021/06/01 |
| 第 16 週 | 2021/06/08 |
| 第 17 週 | 2021/06/15 |
| 第 18 週 | 2021/06/22 |
Text book: “An Introduction to Statistical Learning” by Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani; Springer 2013
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