2022-01-10 to 2022-01-16
Topics: Introductions, What is Statistical Machine Learning?, R, RStudio, Tidymodels
Topics: Linear regression, Regression
2022-01-17 to 2022-01-23
No class Monday due to Martin Luther King Jr Day
Topics: Linear regression, Regression labs
2022-01-24 to 2022-01-30
Topics: Logistic Regression, Classification, Train-Test Split
2022-01-31 to 2022-02-06
Topics: LDA, QDA, K-Nearest Neighbors, Naive Bayes
2022-02-07 to 2022-02-13
Topics: Bootstrap, Model Diagnostics, Evaluation Metrics, Cross Validation
2022-02-14 to 2022-02-20
Topics: Feature Engineering, Data Preprocessing
2022-02-21 to 2022-02-27
Topics: Clustering, K-Means Clustering, Hierarchical Clustering
No assignment this week
2022-02-28 to 2022-03-06
Topics: Topics in ML
No labs this week
2022-03-07 to 2022-03-13
Spring Break
2022-03-14 to 2022-03-20
Topics: PCA, PCA Regression
2022-03-21 to 2022-03-27
Topics: Shrinkage Methods, Rigde, Lasso, Hyper Parameter Tuning
2022-03-28 to 2022-04-03
Topics: Splines, GAM
2022-04-04 to 2022-04-10
Topics: Decision Trees, Bagging, Boosting, Random Forests
2022-04-11 to 2022-04-17
Topics: SVM
2022-04-18 to 2022-04-24
Topics: Final Project Presentations
No labs this week due to Final