資料科學軟體實作
Data Science Software and Computation Experiments
| 節 | 週三 |
|---|---|
5 13:20–14:10 | 資料科學軟體實作 CM218（歸仁） 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, we aim to help students developing the practical ability to use software computer tools for problem-solving and experimentation.
Python, Linear Algebra
無備註
All home works are hands on experiment, mostly using jupyter notebook.
Homework 100% There will be a home for every 2 or 3 weeks
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Python review and numpy 2025-09-03(三) |
| 第 2 週 | numpy, ndarray, drawing with numpy Homework A: Drawing with numpy 2025-09-10(三) |
| 第 3 週 | ndarray and computer vision 2025-09-17(三) |
| 第 4 週 | pandas 2025-09-24(三) |
| 第 5 週 | matplotlib and scipy 2025-10-01(三) |
| 第 6 週 | matplotlib and scipyHomework B: plot a magic circle 2025-10-08(三) |
| 第 7 週 | Machine learning and sklearn 2025-10-15(三) |
| 第 8 週 | Machine learning and sklearnHomewor C: vectorize a low resolution bitmap 2025-10-22(三) |
| 第 9 週 | Cython and python environmentHomework D: fast matrix multiplication 2025-10-29(三) |
| 第 10 週 | Jupyter notebook and interactive widget 2025-11-05(三) |
| 第 11 週 | web and web crawler 2025-11-12(三) |
| 第 12 週 | Machine Learning frameworks and environments 2025-11-19(三) |
| 第 13 週 | Edge computing, AIOT, and Edge AI 2025-11-26(三) |
| 第 14 週 | Application and neural networks 2025-12-03(三) |
| 第 15 週 | Review and QA 2025-12-10(三) |
| 第 16 週 | 2025-12-17(三) |
Python Data Science Handbook by Jake VanderPlas Released November 2016 Publisher(s): O'Reilly Media, Inc. ISBN: 9781491912058
- 地點
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- 時間
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- 聯絡方式
- tjwei@nycu.edu.tw