統計學
Statistics
| 節 | 週四 |
|---|---|
3 10:10–11:00 | 統計學 EC115 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
(The first class: 9/5) We will apply flipped classrooms this semester, so you must watch pre-recorded videos before attending the on-site session. Also, you may need a calculator/laptop in the on-site session (In class activities). In the in-class activities, we will have a pre-assessment, a problem-based learning session, and a post-assessment. It may take less than 2 hrs to complete.
20% in-class activities 10% post-assessment 20% midterm 10% homework 20% final exam 20% final project
| 週次 | 主題 |
|---|---|
| 第 1 週 | (The first class: 9/5) Course Introduction, The Role of Statistics |
| 第 2 週 | Data Summary and Presentation - Descriptive Statistics |
| 第 3 週 | Data Summary and Presentation - Descriptive Statistics |
| 第 4 週 | Random Variables and Probability Distributions |
| 第 5 週 | Random Variables and Probability Distributions |
| 第 6 週 | HOLIDAY - NO CLASSES |
| 第 7 週 | Decision Making for a Single Sample |
| 第 8 週 | Midterm exam |
| 第 9 週 | Decision Making for a Single Sample |
| 第 10 週 | Decision Making for a Single Sample |
| 第 11 週 | Decision Making for Two Samples |
| 第 12 週 | Decision Making for Two Samples |
| 第 13 週 | Decision Making for Two Samples |
| 第 14 週 | Decision Making for Two Samples |
| 第 15 週 | Statistics with Python |
| 第 16 週 | Final examination |
Montgomery, D. C., Runger, G. C., and Hubele, N. F. (2011). Engineering Statistics, Fifth Edition, SI Version. Wiley (Asia).