統計學
Statistics
| 節 | 週四 |
|---|---|
3 10:10–11:00 | 統計學 ED302（光復） 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
The field of statistics deals with the collection, presentation, analysis, and use of data to 1) Make decisions; 2) Solve problems; 3) Design products and processes. Statistics is also an inherently necessary component of data science. After taking this class, students will be able to: 1. Define statistics and its importance in data analysis 2. Utilize statistical methods to explore and interpret data 3. Communicate analysis results effectively through visualizations and summaries 4. Apply statistical techniques to solve practical problems with diverse datasets 5. Employ software tools for statistical analysis and data visualization
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無備註
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32% homework 15% midterm 15% final exam 18% final project+assignment 10% quiz/activity in the class 10% course engagement
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Course Introduction, The Role of Statistics 2024-02-22(四) |
| 第 2 週 | Data Summary and Presentation - Descriptive Statistics 2024-02-29(四) |
| 第 3 週 | Data Summary and Presentation - Descriptive Statistics 2024-03-07(四) |
| 第 4 週 | Random Variables and Probability Distributions 2024-03-14(四) |
| 第 5 週 | Random Variables and Probability Distributions 2024-03-21(四) |
| 第 6 週 | Decision Making for a Single Sample 2024-03-28(四) |
| 第 7 週 | HOLIDAY - NO CLASSES 2024-04-04(四) |
| 第 8 週 | Decision Making for a Single Sample 2024-04-11(四) |
| 第 9 週 | Midterm exam 2024-04-18(四) |
| 第 10 週 | Decision Making for a Single Sample 2024-04-25(四) |
| 第 11 週 | Decision Making for Two Samples 2024-05-02(四) |
| 第 12 週 | Decision Making for Two Samples 2024-05-09(四) |
| 第 13 週 | Decision Making for Two Samples 2024-05-16(四) |
| 第 14 週 | Decision Making for Two Samples 2024-05-23(四) |
| 第 15 週 | Building Empirical Models 2024-05-30(四) |
| 第 16 週 | Final examination 2024-06-06(四) |
| 第 17 週 | Final project 2024-06-13(四) |
| 第 18 週 | Introduction to Statistical Software Tools 2024-06-20(四) |
Montgomery, D. C., Runger, G. C., and Hubele, N. F. (2011). Engineering Statistics, Fifth Edition, SI Version. Wiley (Asia).
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