8/24 – 9/18

115-1 選課時程

進行中

  • 初選第一階段 6/15 – 6/18
  • 初選第二階段 6/22 – 6/25
  • 校際選修 進行中 8/24 – 9/18
  • 初選第三階段 8/31 – 9/3
  • 開學後加退選 9/7 – 9/21
  • 逾期加退選 9/21 – 9/24
選課資源

加入行事曆

選擇訂閱 Google Calendar,或下載通用的 ICS 檔案。

使用 Google Calendar 時,Google 會收到這份課表的公開連結。

程式設計

Computer Programming

學期
113-2
學分
0 學分
當期課號
113900
永久課號
MDCH00001
開課單位
中醫學系
授課教師
張高榮、曾意儒
校區
陽明
類別
選修
上課時間表
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

概述

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.

先修科目

計算機概論 (Introduction to Computer Science)

備註

無備註

教學方式

教師未提供此項資料

評分方式

Homework: 30% Midterm: 20% Final: 20% Final project: 20% Participation: 10%

課程大綱

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週次計畫
週次主題
第 1 週Introduction and Course Overview
第 2 週Python Programming Review
第 3 週Data Structures in Python
第 4 週Introduction to Numpy
第 5 週Data Analysis with Pandas
第 6 週Advanced Pandas
第 7 週Data Visualization
第 8 週Midterm
第 9 週Database Integration with Python
第 10 週Reading and Writing Data from Databases
第 11 週Advanced Data Analysis Techniques
第 12 週Advanced Visualization Techniques
第 13 週Machine Learning with Python
第 14 週Machine Learning in Medicine
第 15 週Final Project Presentations
第 16 週Final exam
教科書

Charles R. Severance, “Python for Everybody - Exploring Data Using Python 3.” Jake VanderPlas, “Python Data Science Handbook”

Office Hours
地點
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時間
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聯絡方式
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