materials
Last updated: November 14. This page was inspired by Peyrin Kao’s Lecture Archive.
I make all my teaching materials public! You can access my teaching materials for the following classes:
Data 8: Foundations of Data Science
These materials are from when I last taught this class in Summer 2026.
| Topic | Materials |
|---|---|
| By the Numbers | Slides |
| Intro to Tables & Causation | Slides |
| Visualizations, Data Types & Extending Tables | Slides |
| Functions & Visualizations | Slides |
| Tables, Conditionals and Iteration | Slides |
| Chance and Models | Slides |
| Midterm Review | Slides |
| More Midterm Review | Slides |
| The Bootstrap | Slides |
| Confidence, Center and Spread | Slides |
| Central Limit Theorem & Correlation | Slides |
| Linear Regression | Slides |
| Residuals | Slides |
| Prediction Intervals, k-NN | Slides |
| Wrapping Up | Slides |