課 程 概 述
Course Description

課程編碼
Course Code
中文課程名稱
Course Name (Chinese)
英文課程名稱
Course Name (English)
總學分數
Credits
總時數
Hours
5905211 資料科學原理與教育數據應用 Data Science Principles with Applications on Educational Data 3.0 3
中文概述
Chinese Description
資料科學是個跨領域的重要興新學科,其基本知識含括資訊、線性代數、機率與統計等,相關技術可應用在許多領域上,包含教育領域。本課程從學科整體介紹開始,討論資料科學中各主要階段的相關議題:包含資料搜尋擷取、資料整理與問題發想、數理知識回顧與討論、資料分析建模與方法、資料呈現與視覺化等。除課堂上講授與討論外,課程亦著重如何實際應用所學,將使用教育資料並以小組方式進行議題發想與分析實作的學期專題。此外,為強化健全資料視覺呈現課題,在實作專題中課程亦著重學生報告能力的培養,希望培育出全方位的資料科學人才。
英文概述
English Description
Data science is an emerging interdisciplinary field that explores how to produce or create the valuable information and knowledge from large, multi-typed, or unstructured data and provides effective feedbacks to many applications, including education. The related topics include data processing and computing, data storage, statistics and probability, linear algebra, and data analysis. This course introduces the rapidly growing field, discusses the state-of-art techniques, and provides students with the fundamental related knowledge as well as the ability to use software tools. The major phases on data manipulation- collection, preparation, analytics, and presentation, in data science will be discussed. The training of this course is toward equipping students with the general mindset and the ability to solve problems practically with the learned techniques on educational data with project groups. In addition, the students also need to practice the presentation for the findings and result

備註:

  1. 本資料係由本校各教學單位、教務處課務組、進修部教務組、進修學院教務組及計網中心所共同提供!
  2. 本資料僅供參考,正式資料仍以教務處、進修部、進修學院所公佈之書面資料為準。