Week 1
Monday, Aug 31
Course Introduction
Slides
Wednesday, Sep 2
Activity
Slides
Friday, Sep 4
Lab 1: Intro
- Join Slack
- Gradescope course entry code: 68V7B3
Week 2
Monday, Sep 7
No Class: Holiday
Wednesday, Sep 9
Assessing Accuracy
Friday, Sep 11
Linear Models I
- For Wednesday: Read this blog post
- For Friday: TBD
Week 3
Monday, Sep 14
Linear Models II (and Quiz I)
Wednesday, Sep 16
Linear Models III
Friday, Sep 18
Lab 2: Linear Models
- None this week
Week 4
Monday, Sep 21
Cross Validation
Wednesday, Sep 23
Bootstrapping
Friday, Sep 25
Lab 3: Resampling Methods (and Quiz 2)
- None this week
Week 5
Monday, Sep 28
Penalized Regression: Ridge
Wednesday, Sep 30
Penalized Regression: LASSO
Thursday, Oct 1 9:00am
Lab 4: Penalized Regression (and Quiz 3)
- None this week
Week 6
Monday, Oct 5
Generalized Linear Models
Wednesday, Oct 7
Generalized Linear Models: Counts
Thursday, Oct 8 9:00am
Lab 5: GLM Regression (and Quiz 4)
- None this week
Week 7
Monday, Oct 12
Classification with GLMs
Wednesday, Oct 14
More classification with GLMs
Friday, Oct 16
Lab 6: GLM Classification (and Quiz 5)
- None this week
Week Fall Break
Saturday, Oct 17 - Sunday, Oct 25
No Class
- None this week
Week 8
Monday, Oct 26
kNN
Wednesday, Oct 28
Classification Trees
Friday, Oct 30
Lab 7: Nonparametric Classification (and Quiz 6)
- None this week
Week 9
Monday, Nov 2
Regression Trees I
Wednesday, Nov 4
Regression Trees II
Friday, Nov 6
Lab 8: Trees (and Quiz 7)
- None this week
Week 10
Monday, Nov 9
Bagging
Wednesday, Nov 11
Boosting
Friday, Nov 13
Lab 9: Ensemble Trees (and Quiz 8)
- None this week
Week 11
Monday, Nov 16
k-Means clustering
Wednesday, Nov 18
Hierarchical clustering
Friday, Nov 20
Lab 10: Clustering (and Quiz 9)
- None this week
Week 12
Monday, Nov 23
Selected Topics
Wednesday, Nov 25
Selected Topics
Friday, Oct 16
No class: Holiday
- None this week
Week 13
Monday, Nov 30
Selected Topics
Wednesday, Dec 2
Selected Topics
Friday, Dec 4
Project Work Day
- None this week
Week 14
Monday, Dec 7
Selected Topics / Project Presentations
Wednesday, Dec 9
Project Presentations
- None this week