This repository contains notes from STAT 33B at UC Berkeley in Fall Semester 2020.
Also see my general teaching notes repository. For more info, send me an email.
The syllabus is here.
Links go to lecture notes and accompanying workbooks:
| Week | Notes | Topics |
|---|---|---|
| 1 | Aug 23 | Welcome; Basics; Packages & Notebooks; Vectors |
| 2 | Aug 30 | Data Types; Matrices, Arrays, & Lists; Special Values; Making Comparisons |
| 3 | Sep 06 | Files; Data Frames; Factors; File Formats |
| 4 | Sep 13 | Indexing; Boolean Logic; |
| 5 | Sep 20 | Graphics (ggplot2); Tidy Data |
| 6 | Sep 27 | Apply Functions; If-statements |
| 7 | Oct 04 | Functions; Scope |
| 8 | Oct 11 | For-loops; While-loops; Recursion |
| 9 | Oct 18 | Printing Output; Error Messages; Debugging |
| 10 | Oct 25 | Environments; Closures |
| 11 | Nov 01 | Attributes; S3 Classes |
| 12 | Nov 08 | Profiling |
| 13 | Nov 15 | Tidy Data; String Processing; Regular Expressions |
| Nov 22 | No lecture (Thanksgiving Break) | |
| 14 | Nov 29 | Relational Data |