Introduction to Data Science

Henry Horng-Shing Lu (盧鴻興)

Institute of Statistics
National Chiao Tung University

Tel: 03-5731870 Email: hslu@stat.nctu.edu.tw

Goals:

This course will introduce data science with the computer language of R. Undergraduate knowledge of statistics will be helpful for the understanding of this course.

Course Outlines:

  • Introduction of Data Science
  • Introduction of R
  • Process Real Data by R
  • Data Visualization
  • Exploratory Data Analysis
  • Regression
  • Classification
  • Text Mining
  • Clustering
  • Advanced Topics

Reference:

Evaluation:

  • Homework: 70%
  • Term Project: 30%

Links: