Date  Notes  Kaggle Notebooks  Slides  Optional Supplemental Readings  Assignments 

3Oct  Lecture1  Notebook1  Week 1 
Kaggle
CommonLit Readability
Competition NIJ Recidivism Challenge 
Date  Notes  Kaggle Notebooks  Slides  Optional Supplemental Readings  Assignments 

10Oct 
Lecture2a Lecture2b 
Notebook2a Notebook2b The {recipes} demo 
Week 2 
Kuhn
& Johnson, Ch.
6 Kuhn & Johnson, Ch. 5 Boehmke & Greenwell, Ch. 3 
Assignment 1 
Date  Notes  Kaggle Notebooks  Slides  Optional Supplemental Readings  Assignments 

17Oct & 24Oct 
Lecture3a Lecture3b 
Notebook3a Notebook3b Building a Linear Model with caret

Week 3 & 4 
Boehmke & Greenwell, Ch.
2 Boehmke & Greenwell, Ch. 4 James et al. Ch.3 Kuhn and Johnson, APM, Ch. 4, 5.1, and Ch.6 
Date  Notes  Kaggle Notebooks  Slides  Optional Supplemental Readings  Assignments 

31Oct  Lecture4 
Notebook4 Building a Ridge Regression Model Building a Lasso Regression Model Building an Elastic Net Model Using the Prediction Models for a New Text 
Week 5 
Boehmke & Greenwell, Ch.
6 James et al., Ch.6.2 
Date  Notes  Kaggle Notebooks  Slides  Optional Supplemental Readings  Assignments 

7Nov & 14Nov  Lecture5 
Building
a Logistic Regression
Model Building a Classification Model with Ridge Penalty Building a Classification Model with Lasso Penalty Building a Classification Model with Elastic Net 
Week 6 & 7 
Boehmke
& Greenwell, Ch.
5 James et al., Ch. 4.3 APM, Ch. 12.2 and 12.5 
Assignment 2 
Date  Notes  Kaggle Notebooks  Slides  Optional Supplemental Readings  Assignments 

21Nov 
Lecture6a Lecture6b 
Building
a Prediction Model with Knearest
neighbors Building a Classification Model with Knearest neighbors Building a Prediction Model with a Decision Tree Building a Classification Model with a Decision Tree 
Week
8_Part
1 Week 8_Part 2 
Boehmke
& Greenwell, Ch.
8 Boehmke & Greenwell, Ch. 9 APM Ch. 13.5 James et al. Ch. 8.1 
Date  Notes  Kaggle Notebooks  Slides  Optional Supplemental Readings  Assignments 

28Nov 
Lecture7a Lecture7b 
Boehmke
& Greenwell, Ch.
10 Boehmke & Greenwell, Ch. 11 Boehmke & Greenwell, Ch. 12 APM Ch. 8 & 14 James et al. Ch. 8.2 
Assignment 3 
Text and figures are licensed under Creative Commons Attribution CC BY 4.0. The figures that have been reused from other sources don't fall under this license and can be recognized by a note in their caption: "Figure from ...".