Calendar

Date Week Topic Content
2024-08-20 1 Welcome + Introduction Syllabus | Server Instructions | Blank Notes | Class Notes
2024-08-22 1 Lab: R + Rmarkdown Lab | Lab Script | Notes | Class Notes | Lab Solution | Example Rmd
2024-08-27 2 Statistical Learning Blank Notes | Class Notes
2024-08-29 2 Lab: tidyverse + ggplot2 Lab | Lab Script | Lab Notes | Class Notes | Lab Solution
2024-09-03 3 Linear Regression Blank Notes | Class Notes
2024-09-05 3 Linear Regression Class Notes
2024-09-10 4 KNN + Classification Blank Notes | Class Notes - Regression | Class Notes - Classification
2024-09-12 4 Logistic Regression Class Notes - Classification
2024-09-17 5 LDA Class Notes
2024-09-19 5 QDA, KNN + Lab: Classification Lab | Lab Script | Class Notes | Lab Solution
2024-09-24 6 Model Assessment Blank Notes | Class Notes
2024-09-26 6 Cross Validation Class Notes
2024-10-01 7 Cross Validation + Lab: Model Assessment Lab | Lab Script | Class Notes | Lab Solution
2024-10-03 7 GitHub + Project Info Notes
2024-10-08 8 Model Selection + Shrinkage Blank Notes | Class Notes
2024-10-10 8 Dimension Reduction Class Notes
2024-10-15 9 PCR & PLS Class Notes
2024-10-17 9 Lab: Regularization, PCR and PLS Lab | Lab Script | Lab Solution
2024-10-22 10 Moving Beyond Linearity + Regression Splines Blank Notes | Class Notes – High dimensions | Class Notes – Nonlinear
2024-10-24 10 GAMs Class Notes
2024-10-29 11 Lab: Regression Splines + GAMs Lab | Lab Script | Class Notes | Lab Solution
2024-10-31 11 Tree-based methods Blank Notes | Class Notes
2024-11-05 12 Bagging, Random Forests, and Boosting Class Notes
2024-11-07 12 Bagging, Random Forests, and Boosting Class Notes
2024-11-12 13 SVM + Lab: Bagging + Boosting + Random Forests Blank Notes | Lab | Lab Script | Class Notes | Lab Solution
2024-11-14 13 SVM Class Notes
2024-11-19 14 Lab: Support Vector Machines Lab | Lab Script | Class Notes | Lab Solution
2024-11-21 14 Unsupervised Learning Blank Notes | Class Notes | Lab | Lab Solution
2024-11-26 15 Thanksgiving Break
2024-11-28 15 Thanksgiving Break
2024-12-03 16 Project Presentations Group 10 Feedback | Group 1 Feedback | Group 5 Feedback | Group 3 Feedback | Group 9 Feedback
2024-12-05 16 Project Presentations Group 6 Feedback | Group 4 Feedback | Group 2 Feedback | Group 8 Feedback | Group 7 Feedback