Calendar

Date Week Topic Content
2020-08-24 1 Introduction Syllabus | Blank Notes | Filled Notes
2020-08-26 1 Statistical learning Blank Notes | Filled Notes - Intro | Filled Notes - Stat Learning
2020-08-28 1 Lab: R + Rmarkdown Blank Notes | Class Script | Lab | Lab Script | Lab Solution
2020-08-31 2 Statistical learning + Supervised/Unsupervised tasks Class Notes
2020-09-02 2 Linear regression Blank Notes | Class Script | Class Notes - Stat Learning | Class Notes - Regression
2020-09-04 2 Lab: tidyverse + ggplot2 Blank Notes | Class Script | Lab | Lab Script | Lab Solution
2020-09-07 3 Labor Day
2020-09-09 3 Linear Regression Class Notes - Regression
2020-09-11 3 Linear Regression Blank Notes | Script | Class Notes
2020-09-14 4 Classification Blank Notes | Script | Class Notes
2020-09-16 4 Logistic Regression Class Notes | Class Script
2020-09-18 4 LDA Blank Notes | Script | Class Notes
2020-09-21 5 LDA, QDA, and KNN Class Notes
2020-09-23 5 Lab: Classification Lab | Lab Script | Class Notes
2020-09-25 5 Model Assessment Blank Notes | Script | Class Notes | Lab Solution
2020-09-28 6 Validation Method Class Notes
2020-09-30 6 Cross-validation Class Notes
2020-10-02 6 Lab: Model Assessment Lab | Lab Script | Class Notes | Lab Solution
2020-10-05 7 Model selection Blank notes | Class Notes
2020-10-07 7 Class Notes
2020-10-09 7 Lab: Ridge regression and the Lasso Lab | Lab Script | Class Notes | Lab Solution
2020-10-12 8 Dimension reduction Blank Notes | Class Notes
2020-10-14 8 High Dimensions Class Notes
2020-10-16 8 Lab: PCR and PLS Lab | Lab Script | Class Notes | Lab Solution
2020-10-19 9 Moving Beyond Linearity Blank Notes | Class Notes
2020-10-21 9 GAMs Class Notes
2020-10-23 9 Lab: Regression Splines + GAMs Lab | Lab Script | Class Notes | Lab Solution
2020-10-26 10 Tree-based methods Blank Notes
2020-10-28 10 Tree-based methods
2020-10-30 10 Lab: Bagging, boosting, random forests
2020-11-02 11 Support Vector Machines
2020-11-04 11 Support Vector Machines
2020-11-06 11 Lab: Support vector classifier
2020-11-09 12 Support Vector Machines
2020-11-11 12 Support Vector Machines
2020-11-13 12 Lab: Support vector machines with non-linear boundaries
2020-11-16 13 Unsupervised Learning
2020-11-18 13 Principal Components Analysis
2020-11-20 13 Lab: PCA
2020-11-23 14 Thanksgiving Break
2020-11-25 14 Thanksgiving Break
2020-11-27 14 Thanksgiving Break
2020-11-30 15 Clustering
2020-12-02 15 Clustering
2020-12-04 15 Lab: Clustering
2020-12-07 16 Neural Networks
2020-12-09 16 Neural Networks + Deep Learning
2020-12-11 16 Project Presentations