統計學
Statistics
| 節 | 週四 |
|---|---|
5 13:20–14:10 | 統計學 EC022（光復） 2 節連堂 |
6 14:20–15:10 |
* 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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20% midterm 20% final exam 40% homework 10% quiz in the class 10% course engagement
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Course Introduction, The Role of Statistics 2023-02-16(四) |
| 第 2 週 | Data Summary and Presentation - Descriptive Statistics 2023-02-23(四) |
| 第 3 週 | Data Summary and Presentation - Descriptive Statistics 2023-03-02(四) |
| 第 4 週 | Random Variables and Probability Distributions 2023-03-09(四) |
| 第 5 週 | Random Variables and Probability Distributions 2023-03-16(四) |
| 第 6 週 | Decision Making for a Single Sample 2023-03-23(四) |
| 第 7 週 | Decision Making for a Single Sample 2023-03-30(四) |
| 第 8 週 | HOLIDAY - NO CLASSES 2023-04-06(四) |
| 第 9 週 | Decision Making for a Single Sample 2023-04-13(四) |
| 第 10 週 | Midterm exam 2023-04-20(四) |
| 第 11 週 | Decision Making for Two Samples 2023-04-27(四) |
| 第 12 週 | Decision Making for Two Samples 2023-05-04(四) |
| 第 13 週 | Decision Making for Two Samples 2023-05-11(四) |
| 第 14 週 | Decision Making for Two Samples 2023-05-18(四) |
| 第 15 週 | Building Empirical Models 2023-05-25(四) |
| 第 16 週 | Final examination 2023-06-01(四) |
| 第 17 週 | Final project 2023-06-08(四) |
| 第 18 週 | Introduction to Statistical Software Tools 2023-06-15(四) |
Montgomery, D. C., Runger, G. C., and Hubele, N. F. (2011). Engineering Statistics, Fifth Edition, SI Version. Wiley (Asia).
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