MSBD5013

Email: cdldl@connect.ust.hk, makchen@ust.hk

  • Course Syllabus

    • ############### Lecture videos last year (2018):

  • Lecture video on 29 11 2018
  • Lecture video on 22 11 2018
  • Lecture video on 15 11 2018
  • Lecture video on 08 11 2018
  • Lecture video on 01 11 2018
  • Lecture video on 25 10 2018
  • Lecture video on 18 Oct 2018
  • Lecture video on 11 Oct 2018
  • Lecture video on 4 Oct 2018
  • Lecture video on 27 Sep 2018
  • Lecture video on 20 Sep 2018
  • Lecture video on 13 Sep 2018
  • Lecture video on 6 Sep 2018

    • ############### Lecture videos this year (2019):

  • Lecture video on 06 11 2019
  • Lecture video on 30 10 2019
  • Lecture video on 23 10 2019
  • Lecture video on 16 10 2019
  • Lecture video on 09 10 2019
  • Lecture video on 02 10 2019
  • Lecture video on 25 09 2019
  • Lecture video on 18 09 2019
  • Lecture video on 11 09 2019
  • Lecture video on 04 09 2019

    • ############### Lecture ppt (2019):

  • About Data Analysis
  • Chapters 1-2: Introduction and overview
  • Chapter 3: Linear Regression
  • Chapter 4: Classification
  • Chapter 5: Resampling methods
  • Chapter 6: Linear model selection and regularization
  • Chapter 7: Moving beyond linear model
  • Chapter 8: Tree-based methods
  • Chapter 9: The support vector machines
  • Chapter 10: Cluster analysis