統計學習與資料探勘
Statistical Learning and Data Mining
學期
109-2
學分
1
學分
當期課號
B575
永久課號
B0065
開課單位
公共衛生研究所
授課教師
程毅豪
校區
陽明
類別
選修
上課時間表
| 節 | 週二 |
|---|---|
3 10:10–11:00 | 統計學習與資料探勘 YN302 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
概述
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.
週次計畫
| 週次 | 主題 |
|---|---|
| 第 1 週 | Support vector machine T |
| 第 2 週 | The jackknife, the bootstrap and cross-validationhe jackknife, the bootstrap and cross-validation |
| 第 3 週 | Model selection and regularization |
| 第 4 週 | Dimension reduction |
| 第 5 週 | Nonparametric regression |
| 第 6 週 | Tree and random forests |
| 第 7 週 | Clustering methods |
| 第 8 週 | Neural networks and deep learning |
| 第 9 週 | Final exam |
| 第 10 週 | |
| 第 11 週 | |
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| 第 13 週 | |
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| 第 15 週 | |
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| 第 18 週 |
教科書
Text book: “An Introduction to Statistical Learning” by Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani; Springer 2013