| 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 |
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| 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 |
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| 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 |
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| 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 |
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| Tue, Dec 6 | Bayesian inference, Pt. 1 | |||
| Thu, Dec 8 | Bayesian inference | Beta Binomial Code GP Slides |
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| Thu, Dec 15 | Final project presentations (2 - 5 pm) |