Data Analysis (Fall 2018)
Course slides:
09/11: Course introduction (slides)
09/18: Machine Learning for Beginner Part I (slides) (notebook)
09/25: Machine Learning for Beginner Part II (slides) (notebook)
10/30: Dimension Reduction (notebook)
11/13: Feature Selection, From Linear to Nonlinear (slides)
11/20: From Linear to Nonlinear (notebook)
12/04: Assign the tasks of final porject
12/11: Ensemble Methods: Bagging (slides)
12/18: Ensemble Methods: Boosting
12/25: VC Dimension
01/01: New Year's Day
01/08: Final Project
Bi-weekly Exercise:
09/25: problem_set
10/16: problem_set (notebook)
10/30: problem_set (notebook)
11/20: problem_set (notebook)
12/04: problem_set (notebook)