|
2021-08-23
|
1
|
Introduction
|
Syllabus | Blank Notes | Filled Notes
|
|
2021-08-25
|
1
|
Statistical learning
|
Blank Notes | Filled Notes - Introduction | Filled Notes - Stat Learning
|
|
2021-08-27
|
1
|
Lab: R + Rmarkdown
|
Reference Notes | Lab | Lab Solution | Example Rmd
|
|
2021-08-30
|
2
|
Supervised/Unsupervised tasks
|
Filled Notes
|
|
2021-09-01
|
2
|
Linear regression
|
Blank Notes | Filled Notes - Stat Learning | Filled Notes - Regression
|
|
2021-09-03
|
2
|
Lab: tidyverse + ggplot2
|
Reference Notes | Lab | Lab Solution
|
|
2021-09-06
|
3
|
Labor Day
|
|
|
2021-09-08
|
3
|
Linear Regression
|
Filled Notes
|
|
2021-09-10
|
3
|
Linear Regression
|
Blank Notes | Filled Notes
|
|
2021-09-13
|
4
|
Linear Regression
|
Filled Notes
|
|
2021-09-15
|
4
|
KNN + Classification
|
Blank Notes | Filled Notes - KNN | Filled Notes - Classification
|
|
2021-09-17
|
4
|
Logistic Regression
|
Filled Notes
|
|
2021-09-20
|
5
|
Logistic Regression + LDA
|
Blank Notes | Filled Notes – Logistic Regression | Filled Notes – LDA
|
|
2021-09-22
|
5
|
LDA
|
Filled Notes – LDA
|
|
2021-09-24
|
5
|
KNN + Lab: Classification
|
Lab | Filled Notes | Lab Solution
|
|
2021-09-27
|
6
|
QDA
|
Filled Notes
|
|
2021-09-29
|
6
|
Model Assessment
|
Blank Notes | Filled Notes
|
|
2021-10-01
|
6
|
Cross Validation
|
Filled Notes
|
|
2021-10-04
|
7
|
Lab: Model Assessment
|
Lab | Filled Notes | | Lab Solution
|
|
2021-10-06
|
7
|
Model selection
|
Blank Notes | Filled Notes
|
|
2021-10-08
|
7
|
Shrinkage Methods
|
Filled Notes
|
|
2021-10-11
|
8
|
Dimension reduction
|
Blank Notes | Filled Notes - Regularization | Filled Notes - Dimension Reduction
|
|
2021-10-13
|
8
|
PCR
|
Filled Notes - Dimension Reduction
|
|
2021-10-15
|
8
|
Lab: Regularization, PCR and PLS
|
Lab | Lab Solution
|
|
2021-10-18
|
9
|
High Dimensions
|
Filled Notes
|
|
2021-10-20
|
9
|
Moving Beyond Linearity
|
Blank Notes | Filled Notes - High Dimensions | Filled Notes - Nonlinear
|
|
2021-10-22
|
9
|
Regression Splines
|
Filled Notes
|
|
2021-10-25
|
10
|
Project Info + GitHub
|
Notes
|
|
2021-10-27
|
10
|
Lab: Regression Splines + GAMs
|
Lab | Filled Notes | Lab Solution
|
|
2021-10-29
|
10
|
Tree-based methods
|
Blank Notes | Filled Notes – GAMs | Filled Notes – Trees
|
|
2021-11-01
|
11
|
Tree-based methods
|
Filled Notes
|
|
2021-11-03
|
11
|
Bagging
|
Filled Notes
|
|
2021-11-05
|
11
|
Bagging + Boosting + Random Forests
|
Filled Notes
|
|
2021-11-08
|
12
|
Lab: Bagging + Boosting + Random Forests
|
Lab | Filled Notes | Lab Solution
|
|
2021-11-10
|
12
|
Support Vector Machines
|
Blank Notes | Filled Notes
|
|
2021-11-12
|
12
|
Support Vector Machines
|
Filled Notes
|
|
2021-11-15
|
13
|
Lab: Support Vector Machines
|
Lab | Filled Notes | Lab Solution
|
|
2021-11-17
|
13
|
Unsupervised Learning
|
Blank Notes
|
|
2021-11-19
|
13
|
PCA
|
Filled Notes
|
|
2021-11-22
|
14
|
Thanksgiving Break
|
|
|
2021-11-24
|
14
|
Thanksgiving Break
|
|
|
2021-11-26
|
14
|
Thanksgiving Break
|
|
|
2021-11-29
|
15
|
Clustering
|
Blank Notes | Filled Notes - PCA | Filled Notes - Clustering
|
|
2021-12-01
|
15
|
Clustering
|
Filled Notes
|
|
2021-12-03
|
15
|
Lab: Clustering
|
Lab | Filled Notes | Lab Solution
|
|
2021-12-06
|
16
|
Project Presentations
|
Group 10 Feedback | Group 1 Feedback | Group 5 Feedback |
|
|
2021-12-08
|
16
|
Project Presentations
|
Group 3 Feedback | Group 2 Feedback | Group 9 Feedback | Group 6 Feedback
|
|
2021-12-10
|
16
|
Project Presentations
|
Group 7 Feedback | Group 4 Feedback | Group 8 Feedback | Group 11 Feedback
|