0702 - 數據科學導論

Introduction to Data Science

教育目標 Course Target

使學生具有應對各類型資料之處理能力與分析技能,並培養學生能熟悉撰寫R語言。課程涵蓋機率論、統計推論、線性迴歸和統計學習等概念。

Enable students to have the ability to process and analyze various types of data, and to cultivate students to be familiar with writing R language. The course covers concepts such as opportunity discussion, statistical recommendation, linear recollection and statistical learning.

參考書目 Reference Books

1. Rafael A. Irizarry (2019). Introduction to data science: Data analysis and prediction algorithms with R. CRC Press.
2. Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani (2021). An Introduction to Statistical Learning: with Applications in R. 2nd edition. Springer.

1. Rafael A. Irizarry (2019). Introduction to data science: Data analysis and prediction algorithms with R. CRC Press.
2. Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani (2021). An Introduction to Statistical Learning: with Applications in R. 2nd edition. Springer.

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
課堂參與
Class Participation
25
作業
Action
25
期中考
Midterm exam
25
期末考
Final exam
25

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: 0702
  • 學分 Credit: 3-0
  • 上課時間 Course Time:
    Tuesday/2,3,4[ST520]
  • 授課教師 Teacher:
    陳孜圩
  • 修課班級 Class:
    應數系3
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 35 人

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