This repository contains notes from:
- STAT 33A: Introduction to Programming with R
- STAT 33B: Introduction to Advanced Programming with R
I taught both simultaneously at UC Berkeley in Spring Semester 2020.
Also see my teaching notes repository. For more info, send me an email.
Syllabus and lecture notes:
| Week | Notes | Video | Topics |
|---|---|---|---|
| 1 | Jan 20 | - | No lecture (Martin Luther King, Jr. Day) |
| 2 | Jan 27 | - | Syllabus; R Syntax; RMarkdown |
| 3 | Feb 03 | - | Types; Special values; Vectorization |
| 4 | Feb 10 | - | No lecture (cancelled) |
| 5 | Feb 17 | - | No lecture (Presidents' Day) |
| 6 | Feb 24 | - | Paths; Data frames |
| 7 | Mar 02 | - | dplyr; Graphics with ggplot2 |
| 8 | Mar 09 | Link | Exploratory data analysis |
| 9 | Mar 16 | Link | Subsets |
| Mar 23 | - | No lecture (Spring Break) | |
| 10 | Mar 30 | Link | Reshaping data; Merging data |
| 11 | Apr 06 | Link | Writing functions; Conditionals |
| 12 | Apr 13 | Link | Apply functions |
| 13 | Apr 20 | Link | Iteration |
| 14 | Apr 27 | Link | Code Organization |
An @berkeley.edu account is required to view the videos.
Syllabus and lecture notes:
| Week | Notes | Video | Topics |
|---|---|---|---|
| 1 | Jan 22 | - | Syllabus; R syntax; Vectorization |
| 2 | Jan 29 | - | Types; Data frames; S3 classes; Attributes |
| 3 | Feb 05 | - | Subsets: [, [[, $, and subset |
| 4 | Feb 12 | - | Graphics: plot, lattice, ggplot2 |
| 5 | Feb 19 | - | ggplot2; Reshaping data |
| 6 | Feb 26 | - | Merging data |
| 7 | Mar 04 | - | Control Flow; Apply functions |
| 8 | Mar 11 | Link | Functions; Lazy evaluation |
| 9 | Mar 18 | Link | Scoping; Closures; Environments |
| Mar 25 | - | No lecture (Spring Break) | |
| 10 | Apr 01 | Link | R idioms; R gotchas |
| 11 | Apr 08 | Link | Warnings & errors; Debugging |
| 12 | Apr 15 | Link | Object Systems: S3, S4 |
| 13 | Apr 22 | Link | Profiling |
| 14 | Apr 29 | Link | Non-standard Evaluation |
An @berkeley.edu account is required to view the videos.