程式設計
Computer Programming
| 節 | 週一 |
|---|---|
5 13:20–14:10 | 程式設計 YL401（陽明） 2 節連堂 |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
This course focuses on advanced applications of Python programming, particularly in database operations and data analysis, helping students establish solid programming skills. It covers Python integration with databases as well as commonly used Python libraries for data analysis, such as Numpy, Pandas, and Matplotlib. Through the course, students will gain the ability to efficiently handle data, perform data analysis, and develop visualization skills. Also, the Posit IDE will be introduced. The goal of the course is to equip students with both fundamental and advanced Python programming skills, enabling them to apply Python in real-world data processing and analysis scenarios. Learning Objectives: 1. List and describe the functionalities of Python libraries. 2. Describe the process of data analysis, including data reading, cleaning, analysis, and visualization. 3. Use Python programming to perform simple database queries and read and process data. 4. Design a data analysis project that integrates data reading, cleaning, analysis, and visualization.
計算機概論 (Introduction to Computer Science)
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Homework: 30% Midterm: 20% Final: 20% Final project: 20% Participation: 10%
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction and Course Overview 2025-02-17(一) 時數：[2025-02-17]曾意儒(2.00) |
| 第 2 週 | Python Programming Review 2025-02-24(一) 時數：[2025-02-24]曾意儒(2.00) |
| 第 3 週 | Data Structures in Python 2025-03-03(一) 時數：[2025-03-03]曾意儒(2.00) |
| 第 4 週 | Introduction to Numpy 2025-03-10(一) 時數：[2025-03-10]曾意儒(2.00) |
| 第 5 週 | Data Analysis with Pandas 2025-03-17(一) 時數：[2025-03-17]曾意儒(2.00) |
| 第 6 週 | Advanced Pandas 2025-03-24(一) 時數：[2025-03-24]曾意儒(2.00) |
| 第 7 週 | Data Visualization 2025-03-31(一) 時數：[2025-03-31]曾意儒(2.00) |
| 第 8 週 | Midterm 2025-04-07(一) 時數：[2025-04-07]曾意儒(2.00) |
| 第 9 週 | Database Integration with Python 2025-04-14(一) 時數：[2025-04-14]曾意儒(2.00) |
| 第 10 週 | Reading and Writing Data from Databases 2025-04-21(一) 時數：[2025-04-21]曾意儒(2.00) |
| 第 11 週 | Advanced Data Analysis Techniques 2025-04-28(一) 時數：[2025-04-28]曾意儒(2.00) |
| 第 12 週 | Advanced Visualization Techniques 2025-05-05(一) 時數：[2025-05-05]曾意儒(2.00) |
| 第 13 週 | Machine Learning with Python 2025-05-12(一) 時數：[2025-05-12]曾意儒(2.00) |
| 第 14 週 | Machine Learning in Medicine 2025-05-19(一) 時數：[2025-05-19]張高榮(2.00) |
| 第 15 週 | Final Project Presentations 2025-05-26(一) 時數：[2025-05-26]曾意儒(2.00) |
| 第 16 週 | Final exam 2025-06-02(一) 時數：[2025-06-02]曾意儒(2.00) |
Charles R. Severance, “Python for Everybody - Exploring Data Using Python 3.” Jake VanderPlas, “Python Data Science Handbook”
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