2021-05-17 to 2021-05-23
Topics: Introductions, What is Statistical Machine Learning?, R, RStudio, Tidymodels
Topics: Linear regression, Regression
2021-05-24 to 2021-05-30
Topics: Logistic Regression, Classification, Train-Test Split
Topics: LDA, QDA, K-Nearest Neighbors
2021-05-31 to 2021-06-06
Topics: Bootstrap, Model Diagnostics, Evaluation Metrics, Cross Validation
Topics: Feature Engineering, Data Preprocessing, Clustering, K-Means Clustering, Hierarchical Clustering
2021-06-07 to 2021-06-13
Topics: PCA, PCA Regression
Readings haven’t been posted yet
Topics: Shrinkage Methods, Rigde, Lasso, Hyper Parameter Tuning
2021-06-14 to 2021-06-20
Topics: Splines, GAM
Readings haven’t been posted yet
Topics: Decision Trees, Bagging, Boosting, Random Forrests
2021-06-21 to 2021-06-27
No Assignment this week. just final project.
Topics: SVM
Readings haven’t been posted yet
Topics: Final Project Presentations