Course Video Archives

All students are strongly encouraged to engage deeply in the course, interact with others, and actively participate (in person during class and asynchronously out of class) in all HS650 activities. Attending lectures regularly in person is important -- physical presence may be the most effective learning strategy. Lectures may be streamed and recorded only under special (uncommon) circumstances. Not all lectures will be recorded.

• Mon Sept 11 - End of Chapter 1 (Intro) Links to an external site. + Start of Chapter 2 (EDA/Viz) Links to an external site.
• Wed Sept 13 - Chapter 2 Imputation and Rebalancing (Part 1) Links to an external site. + Chapter 2 Rebalancing (Part 2) Links to an external site.
• Mon Sept 18 - Chapter 2 (Viz) Links to an external site.
• Wed Sept 20 - End of Chapter 2 (Viz) and start of Chapter 3 (Linear Algebra) Links to an external site.
• Mon Sept 25 - Chapter 3 (Linear Models) Links to an external site.
• Wed Sept 27 - Chapter 4 Linear Dimensionality Reduction Links to an external site.
• Mon Oct 2 - Chapter 4 (nonlinear dimensionality reduction, t-SNE, UMAP) Links to an external site.
• Wed Oct 4 - Chapter 5 (Supervised ML) Links to an external site.
• Mon Oct 9 - Chapter 5 (Supervised Classification) Links to an external site.
• Wed Oct 11 - Chapter 6 (SVM) Links to an external site.
• Wed Oct 18 - Chapter 7 (NLM, TM, Apriori Rules) Links to an external site.
• Mon Oct 23 - Chapter 8 (Unsupervised Clustering) Links to an external site.
• Wed Oct 25 - Chapter 9 (Model Performance Eval + CV) Links to an external site.
• Mon Oct 30 - Chapter 10 - Specialized Machine Learning Topics Links to an external site.
• Wed Nov 1 - Chapter 11 - Feature/Variable Selection Links to an external site.
• Mon Nov 6 - Chapter 11 - Feature/Variable Selection & Chapter 12 (Big Longitudinal Data/ARIMA time-series modeling) Links to an external site.
• Wed Nov 8 - Chapter 12 (Big Longitudinal Data) Links to an external site.
• Mon Nov 13 - Chapter 13 (Optimization, Part 1) Links to an external site.
• Wed Nov 15 - Chapter 13 (Optimization, Part 2 Links to an external site. and Part 3 Links to an external site.)
• Mon Nov 20 - Chapter 13 (Optimization, Part 4) and Chapter 14 (Deep Learning, Part 1) Links to an external site.
• Mon Nov 27 - Chapter 14 (Part 2) Links to an external site.
• Wed Nov 29 - Chapter 14 (Part 3) Links to an external site.
• ...