Course slides:

• • 02/21: Course introduction (slides)

  • 02/28: 228 Memorial Day

  • 03/07: Machine Learning for Beginner Part I (slides) (code)

  • 03/14: Machine Learning for Beginner Part II (slides) (code)

  • 03/21: Regression (slides)

  • 03/28: Logistic Regression (slides) (code)

  • 04/04: Spring Break

  • 04/11: Clustering (slides) (code)

  • 04/18: Clustering, Dimension Reduction (slides) (code)

  • 04/25: Dimension Reduction, 競賽題目

  • 05/02: Feature Selection (slides) (code)

  • 05/09: From Linear to Nonlinear (slides) (code)

  • 05/16: Ensemble Methods: Bagging (slides)

  • 05/23: Ensemble Methods: Boosting

  • 05/30: Support Vector Machines (slides)

  • 06/06: VC Dimension

  • 06/13:

  • 06/20: Final Project

Bi-weekly Exercise:

• • 團體練習成績

  • 03/18: problem_set (code)

  • 04/05: problem_set

  • 04/22: problem_set (pic)

  • 05/13: problem_set

  • problem_set