Schedule


Date Topic Reading Notes
Tue, Aug 30 Introduction to R / Rstudio [Slides] RMarkdown cheatsheet, Try R Gapminder template
Thu, Sep 1 Introduction to git / GitHub [Slides] Centralized git workflow Try github
Tue, Sep 6 Data types and Tidy data [Slides] Grammar of Graphics
Thu, Sep 8 More visualization [Slides] AppEx - due 9/13 by 8 pm
Tue, Sep 13 Data Visualization and Exploration, Lec. 1 Slides & Exercises
Thu, Sep 15 Data Visualization and Exploration, Lec. 2 ggplot2 Documentation HW 1 - due 9/22 before class
Tue, Sep 20 Data wrangling with dplyr [Slides] dplyr Vignette, Data wrangling cheatsheet Screencast - dplyr demos
Thu, Sep 22 Data expeditions: baseball data HW 2 - due 9/29 before class
Tue, Sep 27 The langauge of models [Slides] AppEx - due 9/29 by 8 pm
Thu, Sep 29 Recoding and transformations [Slides] AppEx - due 10/04 by class
Tue, Oct 4 Multiple Regression [Slides] Midterm 1 out, due 10/9 by noon
Thu, Oct 6 Model selection [Slides] Screencast - stepwise selection
Stepwise regession code
Tue, Oct 11 Fall break - no class
Thu, Oct 13 Prediction and Model Validation [Slides] HW3 - due 10/20 by 11 pm
Tue, Oct 18 Work on HW3
Thu, Oct 20 Probability [Slides]
Tue, Oct 25 Hypothesis testing, Pt 1 [Slides] AppEx - due 11/01 by 5 pm
Thu, Oct 27 Hypothesis testing, Pt 2 [Slides]
Tue, Nov 1 Inference for one variable [Slides]
Thu, Nov 3 Inference for two variables [Slides] Two variable inference code
Tue, Nov 8 CLT based inference, Pt 1 [Slides] HW4 - due 11/15 11/17 by 11 pm
Thu, Nov 10 CLT based inference, Pt 2 [Slides]
Tue, Nov 15 Inference for Regression [Slides] HW4 Example Code CLT Examples - mean, proportion
Thu, Nov 17 Interactive visualizations with Shiny, Pt. 1 Code - Shiny Code Pt. 1 Screencast - Shiny Pt. 1
Tue, Nov 22 Interactive visualizations with Shiny Pt. 2 Code - Shiny Code Pt. 2 Screencast - Shiny Pt. 2
Thu, Nov 24 Thanksgiving break - no class
Tue, Nov 29 Strings and Regular Expressions [Slides] RegEx Cheat Sheet and stringr Testing RegExs
AppEx (Pt. 1) - due 12/6 by 5pm
Thu, Dec 1 Web Scraping data, Pt. 1 [Slides] rvest and Selectorgadget Midterm 2 out, due Fri, 12/9 by 11:59 pm
Example Code - rvest
Screen cast - imdb w/ rvest
Tue, Dec 6 Bayesian inference, Pt. 1
Thu, Dec 8 Bayesian inference Beta Binomial Code
GP Slides
Thu, Dec 15 Final project presentations (2 - 5 pm)