This repository contains notes and assignments from STA 141A at UC Davis in Fall Quarter 2019.
Important links:
Lecture Notes:
| Day | Notes | Topics |
|---|---|---|
| 1 | Sep 27 | R Basics |
| 2 | Oct 02 | Paths, Loading Data, Inspecting Data |
| 3 | Oct 04 | ggplot2, Data Types |
| 4 | Oct 09 | R Data Types, sapply(), Univariate EDA |
| 5 | Oct 11 | Missing Data, Multivariate EDA |
| 6 | Oct 16 | Multivariate EDA, Facets |
| 7 | Oct 18 | Designing Graphics, Statistics Pitfalls |
| 8 | Oct 23 | Airline Data EDA Example |
| 9 | Oct 25 | Relational Data |
| 10 | Oct 30 | ggmap |
| 11 | Nov 01 | Strings, Shapefiles |
| 12 | Nov 06 | Loading Text Files, Loops |
| 13 | Nov 08 | Loops, String Processing |
| 14 | Nov 13 | String Processing, Regular Expressions |
| 15 | Nov 15 | Regular Expressions, Date Processing |
| 16 | Nov 20 | No lecture (Camp Fire) |
| 17 | Nov 27 | Debugging, Q&A Session |
| 18 | Nov 29 | Statistical Learning |
| 19 | Dec 04 | k-Nearest Neighbors |
| 20 | Dec 06 | Cross Validation, Sampling |
If you're an instructor and want more information, please send me an email!
Also see my teaching notes repository.