資料科學應用
Data Science Applications
| 節 | 週三 |
|---|---|
A 18:30–19:20 | 資料科學應用 MB405（光復） 3 節連堂 |
B 19:30–20:20 | |
C 20:30–21:20 |
* 根據陽明交大上課時間表所列
The objective of this class focuses on data science techniques and applications, including text mining, sales forecasting, prognostics and health management and health care.
Basic programming skill
無備註
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Two projects
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to the course |
| 第 2 週 | Data Reading and Data Frames |
| 第 3 週 | Data Wrangling |
| 第 4 週 | Visualization |
| 第 5 週 | Visualization |
| 第 6 週 | Tree-based Methods |
| 第 7 週 | Ensemble Learning |
| 第 8 週 | Imbalanced Data |
| 第 9 週 | Anomaly Detection |
| 第 10 週 | Project Presentation and Report |
| 第 11 週 | Text Mining Overview |
| 第 12 週 | Text Classification |
| 第 13 週 | Text Classification |
| 第 14 週 | Opinion Mining |
| 第 15 週 | Text Clustering |
| 第 16 週 | Word Embedding |
| 第 17 週 | Text Mining Overview |
| 第 18 週 | Final Presentation and Report |
1. Data Mining: Concepts and Techniques, 3rd ed., Morgan Kaufmann Publishers, 2011, by Jiawei Han and Micheline Kamber 2. Introduction to Data Mining, Addison-Wesley, 2006 by Pang-Ning Tan, Michael Steinbach and Vipin Kumar 3. Paper Reading
- 地點
- 505R
- 時間
- TBD
- 聯絡方式
- Email: clliu@mail.nctu.edu.tw