2021-08-30 to 2021-09-05
Topics: Introductions, What is Statistical Machine Learning?, R, RStudio, Tidymodels
Topics: Linear regression, Regression
2021-09-06 to 2021-09-12
Topics: Linear regression, Regression
Assignments haven’t been posted yet
2021-09-13 to 2021-09-19
Topics: Logistic Regression, Classification, Train-Test Split
Assignments haven’t been posted yet
2021-09-20 to 2021-09-26
Topics: LDA, QDA, K-Nearest Neighbors, Naive Bayes
Assignments haven’t been posted yet
2021-09-27 to 2021-10-03
Topics: Feature Engineering, Data Preprocessing
No assignment due to “All American Weekend”
2021-10-04 to 2021-10-10
Topics: Bootstrap, Model Diagnostics, Evaluation Metrics, Cross Validation
Assignments haven’t been posted yet
2021-10-11 to 2021-10-17
Topics: Clustering, K-Means Clustering, Hierarchical Clustering
Assignments haven’t been posted yet
2021-10-18 to 2021-10-24
Topics: Topics in ML
Assignments haven’t been posted yet
2021-10-25 to 2021-10-31
Topics: PCA, PCA Regression
Assignments haven’t been posted yet
2021-11-01 to 2021-11-07
Topics: Shrinkage Methods, Rigde, Lasso, Hyper Parameter Tuning
Assignments haven’t been posted yet
2021-11-08 to 2021-11-14
Topics: Splines, GAM
Assignments haven’t been posted yet
2021-11-15 to 2021-11-21
Topics: Decision Trees, Bagging, Boosting, Random Forests
Assignments haven’t been posted yet
2021-11-22 to 2021-11-28
Topics: SVM
No lab due to Thanksgiving
Assignments haven’t been posted yet
2021-11-29 to 2021-12-05
Topics: SVM Labs
Assignments haven’t been posted yet
2021-12-06 to 2021-12-12
Topics: Final Project Presentations
No labs this week due to Final
Assignments haven’t been posted yet