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
|