1694 - 資料科學與教育資料探勘

Data Science and Educational Data Analysis

教育目標 Course Target

本課程旨在培養學生對教育數據分析的興趣和能力,透過統計分析方法、資料科學與資料探勘概念的介紹,以及Python程式語言的實際操作,讓學生能夠運用這些工具解決教育領域中的實際問題。課程內容包括教育數據分析概論、統計分析方法應用、資料科學與資料探勘概念與實作。
課程主要分成三個方式進行:(1)講述式授課與實作、(2)小組實際操作、(3)小組專案實作。
本課程之教學內容包括:(1)知識講述、(2)資料分析練習、(3)研究小組專案實作、(4)課堂發表研究報告

This course aims to cultivate students' interest and ability in educational data analysis. Through the introduction of statistical analysis methods, data science and data mining concepts, as well as the practical operation of Python programming language, students can use these tools to solve practical problems in the education field. The course content includes introduction to educational data analysis, application of statistical analysis methods, concepts and implementation of data science and data exploration.
The course is mainly divided into three methods: (1) narrative teaching and practice, (2) group practical operation, (3) group project implementation.
The teaching content of this course includes: (1) knowledge presentation, (2) data analysis exercises, (3) research group project implementation, (4) classroom presentation of research reports

參考書目 Reference Books

1. Baker, R. S. (2020). Big Data and Education (6th ed).
2. 廖述賢、溫志皓,資料探勘:人工智慧與機器學習發展以SPSS Modeler 為範例
3. 自編教材

1. Baker, R. S. (2020). Big Data and Education (6th ed).
2. Liao Shuxian and Wen Zhihao, Data Exploration: The development of artificial intelligence and machine learning takes SPSS Modeler as an example
3. Self-edited teaching materials

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
出席
Attend
20
期中小組報告
Midterm group report
10
個人或小組實作
Individual or group implementation
40
期末小組實作報告
Final group implementation report
20

授課大綱 Course Plan

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課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 1694
  • 學分 Credit: 0-2
  • 上課時間 Course Time:
    Monday/10,11[ST019]
  • 授課教師 Teacher:
    白鎧誌
  • 修課班級 Class:
    共選修1-4(社科院開)
  • 選課備註 Memo:
    「教育大數據微學程」選修課程
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 28 人

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