Tentative (expect frequent updates)
| Week | Date | Time | Location | Lecture | Homework |
|---|---|---|---|---|---|
| 1 | Sat Jan 10 | 8:30am-11:50pm | CHS 13-105 | course intro and logistics (ISL 1) [slides: qmd, html] | HW1 [qmd, html] |
| Sun Jan 11 | 8:30am-11:50pm | CHS 13-105 | overview of machine learning (ISL 2) [slides: qmd, html],linear regression (ISL 3) [slides: qmd, html] | ||
| 3 | Tue Jan 20 | 5pm-7:30pm | Zoom | linear regression (ISL 3) continue | HW1 Due 1/25/26 |
| 4 | Tue Jan 27 | 5pm-7:30pm | Zoom | classification (ISL 4) [slides: qmd, html], workflow (classifiers with nonlinear features) [slides: qmd, html] | HW2 [qmd, html] |
| 5 | Tue Feb 3 | 5pm-7:30pm | Zoom | resampling method (ISL 5) [slides: qmd, html] | |
| 6 | Sat Feb 7 | 8:30am-11:50pm | CHS 33-105 | model selection and regularization (ISL 6) [ slides: qmd , html ] , workflow (lasso) [ slides: qmd , html ] | HW3 [qmd, html] |
| Sun Feb 8 | 8:30am-11:50pm | CHS 33-105 | Presentation | HW2 Due Date extended to 2/11/26 | |
| 7 | Tue Feb 17 | 5pm-7:30pm | Zoom | additive model (ISL 7) [ slides: qmd , html ] , workflow (adding nonlinear features to predictive modeling) [ slides: qmd , html ] | HW3 Due 2/22/26 |
| 8 | Tue Feb 24 | 5pm-7:30pm | Zoom | tree-based and ensemble methods (ISL 8) [ slides: qmd , html ] , workflow (pruning a regression tree) [ slides: qmd , html ] , workflow (pruning a classification tree) [ slides: qmd , html ] | HW4 [qmd, html] |
| 9 | Tue Mar 3 | 5pm-7:30pm | Zoom | workflow (random forest for prediction) [ slides: qmd , html ] , workflow (random forest for classification) [ slides: qmd , html ] , workflow (boosting for prediction) [ slides: qmd , html ] , workflow (boosting for classification) [ slides: qmd , html ] | HW4 Due 3/10/26 |
| 10 | Sat Mar 7 | 5pm-7:30pm | CHS 13-105 | svm (ISL 9) [ slides: qmd , html ] , workflow (svm with rbf kernel) [ slides: qmd , html ] , workflow (svm with polynomial kernel) [ slides: qmd , html ] | HW5 [qmd, html] |
| Sun Mar 8 | 8:30am-11:50pm | CHS 43-105 | unsupervised learning (ISL 12) [ slides: qmd , html ] , workflow (pca and umap) [ slides: qmd , html ] workflow (clustering) [ slides: qmd , html ] | HW5 Due 3/20/26 | |
| 11 | Tue Mar 17. | 5pm-7:30pm | Zoom | multiple testing (ISL 13) [ slides: qmd , html ] |