Schedule

Week 1

2021-08-30 to 2021-09-05

Monday

Topics: Introductions, What is Statistical Machine Learning?, R, RStudio, Tidymodels

readings

Thursday

Topics: Linear regression, Regression

Week 2

2021-09-06 to 2021-09-12

Topics: Linear regression, Regression

readings

labs

Assignments haven’t been posted yet

Week 3

2021-09-13 to 2021-09-19

Topics: Logistic Regression, Classification, Train-Test Split

readings

labs

Assignments haven’t been posted yet

Week 4

2021-09-20 to 2021-09-26

Topics: LDA, QDA, K-Nearest Neighbors, Naive Bayes

readings

labs

Assignments haven’t been posted yet

Week 5

2021-09-27 to 2021-10-03

Topics: Feature Engineering, Data Preprocessing

readings

labs

No assignment due to “All American Weekend”

Week 6

2021-10-04 to 2021-10-10

Topics: Bootstrap, Model Diagnostics, Evaluation Metrics, Cross Validation

readings

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 7

2021-10-11 to 2021-10-17

Topics: Clustering, K-Means Clustering, Hierarchical Clustering

readings

labs

Assignments haven’t been posted yet

Week 8

2021-10-18 to 2021-10-24

Topics: Topics in ML

readings

Labs haven’t been posted yet

Assignments haven’t been posted yet

Week 9

2021-10-25 to 2021-10-31

Topics: PCA, PCA Regression

readings

labs

Assignments haven’t been posted yet

Week 10

2021-11-01 to 2021-11-07

Topics: Shrinkage Methods, Rigde, Lasso, Hyper Parameter Tuning

readings

labs

Assignments haven’t been posted yet

Week 11

2021-11-08 to 2021-11-14

Topics: Splines, GAM

readings

labs

Assignments haven’t been posted yet

Week 12

2021-11-15 to 2021-11-21

Topics: Decision Trees, Bagging, Boosting, Random Forests

readings

labs

Assignments haven’t been posted yet

Week 13

2021-11-22 to 2021-11-28

Topics: SVM

readings

No lab due to Thanksgiving

Assignments haven’t been posted yet

Week 14

2021-11-29 to 2021-12-05

Topics: SVM Labs

readings

labs

Assignments haven’t been posted yet

Week 15

2021-12-06 to 2021-12-12

Topics: Final Project Presentations

readings

No labs this week due to Final

Assignments haven’t been posted yet