2021-01-17 to 2021-01-23
Topics: Introductions, What is Statistical Machine Learning?, R, RStudio, Tidymodels
No Assignment this week
2021-01-24 to 2021-01-30
Topics: Linear Regression, Regression
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-01-31 to 2021-02-06
Topics: Logistic Regression, Classification, Train-Test Split
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-02-07 to 2021-02-13
Topics: LDA, QDA, K-Nearest Neighbors
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-02-14 to 2021-02-20
Topics: Bootstrap, Model Diagnostics, Evaluation Metrics
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-02-21 to 2021-02-27
Topics: Cross Validation
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-02-28 to 2021-03-06
Topics: Clustering, K-Means Clustering, Hierarchical Clustering
Readings haven’t been posted yet
Midterm
2021-03-07 to 2021-03-13
Topics: Feature Engineering, Data Preprocessing
No readings, labs or assignment due to Wellness Week
2021-03-14 to 2021-03-20
Topics: PCA, PCA Regression
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-03-21 to 2021-03-27
Topics: Shrinkage Methods, Rigde, Lasso, Hyper Parameter Tuning
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-03-28 to 2021-04-03
Topics: Splines, GAM
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-04-04 to 2021-04-10
Topics: Decision Trees, Bagging, Boosting, Random Forrests
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-04-11 to 2021-04-17
Topics: SVM
Readings haven’t been posted yet
Assignments haven’t been posted yet
2021-04-18 to 2021-04-24
Topics: Final Project
Readings haven’t been posted yet
No assignment this week. Time will be dedicated for Final Project