Statistics 133: Concepts in Computing with Data
UC Berkeley, Spring 2024
Announcement
Ed Discussion is now in read-only mode.
Schedule
Week 1
| About | Overview Unit 1: Introduction | |
|---|---|---|
| Jan 17 | Lecture Welcome to Stat 133 (slides) | |
| Jan 18 | Labwork Lab 1: Intro to R, RStudio, and Quarto notebooks | |
| Jan 19 | Lecture R Housekeeping (slides) |
Week 2
| About | Overview Unit 2: R Vectors | |
|---|---|---|
| Jan 22 | Lecture Vectors, part 1 (slides) | Demo |
| Jan 24 | Lecture Vectors, part 2 (slides) | Demo |
| Jan 25 | Labwork Lab 2: Vectors | |
| Jan 26 | Shiny Shiny Friday: Old Faithful (default app) | |
| Homework HW 1: Vectors |
Week 3
| About | Overview Unit 3: R Matrices and Lists | |
|---|---|---|
| Jan 29 | Lecture Matrices (slides) | Demo |
| Jan 31 | Lecture Lists (slides) | Demo |
| Feb 01 | Labwork Lab 3: Lists and Matrices | |
| Feb 02 | Shiny Shiny Friday: Future Value | Video |
| Homework HW 2: Lists and Matrices |
Week 4
| About | Overview Unit 4: Simple Functions and Conditionals | |
|---|---|---|
| Feb 05 | Lecture Intro to Functions (slides) | Demo |
| Feb 07 | Lecture If-else statements (slides) | Demo |
| Feb 08 | Labwork Lab 4: Functions and Conditionals | |
| Feb 09 | Shiny Shiny Friday: Old Faithful (enriched) | Video |
| Homework HW 3: Functions |
Week 5
| About | Overview Unit 5: Tables and Tidyverse (part 1) | |
|---|---|---|
| Feb 12 | Lecture Data Tables in R (slides) | |
| Feb 14 | Lecture Graphics with ggplot2 (slides) | Demo |
| Feb 15 | Labwork Lab 5a: Intro to ggplot2 | |
| Labwork2 Lab 5b: Shiny app Old Faithful w/ggplot2 | ||
| Feb 16 | Shiny Shiny Friday: graphics with ggplot | Video |
| Homework HW4: Graphics with ggplot2 |
Week 6
| About | Overview Unit 6: Tables and Tidyverse (part 2) | |
|---|---|---|
| Feb 19 | Lecture Academic Holiday (no class) | |
| Feb 21 | Lecture Manipulating tables with dplyr (slides) | Demo |
| Feb 22 | Labwork Lab 6: Intro to dplyr | |
| Feb 23 | Shiny Shiny Friday: Top-n mtcars | Video |
| Homework HW5: Data Wrangling |
Week 7
| About | Overview Unit 7: Iterations and Loops | |
|---|---|---|
| Feb 26 | Lecture Iterations (slides) | Demo |
| Feb 28 | Lecture More Iterations and Simulations (slides) | Demo |
| Feb 29 | Labwork Lab 7: Loops in R | |
| Mar 01 | Shiny Shiny Friday: Top-n mtcars (continued) | Video |
| Homework HW6: Iterations |
Week 8
| About | Overview Unit 8: Regular Expressions | |
|---|---|---|
| Mar 04 | Lecture Regular Expressions, part 1 (slides) | Demo |
| Mar 06 | Lecture Regular Expressions, part 2 (slides) | Demo |
| Mar 07 | Labwork Lab 8: Intro to Regex | |
| Mar 08 | Lecture Regular Expressions (part 3) | Demo |
| Homework Shiny App-1 |
Week 9
| About | Overview Unit 9: Text Mining 1 | |
|---|---|---|
| Mar 11 | Lecture Text Mining, part 1 (slides) | Demo |
| Mar 13 | Lecture Text Mining, part 2 (slides) | Demo |
| Mar 14 | Labwork Lab 9a: More Regex | |
| Labwork2 Lab 9b: Publishing a shiny app | ||
| Mar 15 | Lecture Text Mining, part 3 | Demo |
| Midterm |
Week 10
| About | Overview Unit 10: Text Mining 2 | |
|---|---|---|
| Mar 18 | Lecture Sentiment Analysis (1) | Demo |
| Mar 20 | Lecture Sentiment Analysis (2) | Demo |
| Lectur2 Correspondence Analysis | ||
| Mar 21 | Labwork Lab 10: Text Mining | |
| Mar 22 | Lecture Correspondence Analysis (cont'd) | |
| Homework Shiny App-2 |
Week Spring Recess
| None | None |
|---|
Week 11
| About | Overview Unit 11: Geospatial Data 1 | |
|---|---|---|
| Apr 01 | Lecture Mapping Storms (part 1) | Demo |
| Apr 03 | Lecture Mapping Storms (part 2) | Demo |
| Apr 04 | Labwork Lab 11: Maps | |
| Apr 05 | Lecture Guest Lecture: Wildfire in California by K. Shive |
Week 12
| About | Overview Unit 12: Geospatial Data 2 | |
|---|---|---|
| Apr 08 | Lecture Mapping Storms (part 3) | Demo |
| Apr 10 | Lecture Choropleth maps (1) | Demo |
| Apr 11 | Labwork Lab 12: Maps (part 2) | |
| Apr 12 | Lecture Choropleth maps (2) | Demo |
| Homework Shiny App-3 |
Week 13
| About | Overview Unit 13: Web Tech 1 | |
|---|---|---|
| Apr 15 | Lecture Web Tech 1 (slides) | Demo |
| Apr 17 | Lecture Web Tech 2 (slides) | Demo |
| Apr 18 | Labwork Lab 13: Bart API | |
| Apr 19 | Lecture Web Tech 3 (slides) | Demo |
Week 14
| About | Overview Unit 14: Web Tech 2 | |
|---|---|---|
| Apr 22 | Lecture Web Scraping 1 (slides) | Demo |
| Apr 24 | Lecture Web Scraping (2) | Demo |
| Apr 25 | Labwork Lab 14: Web Scraping | |
| Apr 26 | Lecture Closing Talk |
Week 15
| About | Overview RRR Week | |
|---|---|---|
| Mar 03 | Lecture Final Review |
Week 16
| May 06 | Final Final Exam |
|---|
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