Welcome

This project is a companion to Richard McElreath’s Statistical Rethinking (2nd Edition) (McElreath, 2020), and the 2022 version of the accompanying course. For each of the 10 weeks, of the course (materials provided here), I work through the exercises in each chapter covered that week and the assigned homework problems. Like Solomon Kurz, I take a {tidyverse} (Wickham et al., 2019; Wickham, 2021) and {brms} (Bürkner, 2017, 2018, 2021) approach to solving these problems. For a translation of the actual book text to {tidyverse} and {brms} style code, please check out their project, Statistical rethinking with brms, ggplot2, and the tidyverse: Second edition.

You can purchase Statistical Rethinking: A Bayesian Course in R and Stan (McElreath, 2020) from CRC Press.

Disclaimer

This project is a work in progress. If you’d like to follow along, you can find the GitHub repository here. These solutions have not been checked by anybody, so there will undoubtedly be errors. If you find any, please contribute or let me know!

There are several ways to contribute. For simple edits or suggestions, you can use the “Edit this page” link in the sidebar at the right of the screen. You can also create a fork of the repository and submit a pull request or open an issue.

Please note that this project is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms.

Colophon

This project was built with:

deps <- renv::dependencies() %>% 
  distinct(Package) %>% 
  arrange() %>% 
  pull()
#> Finding R package dependencies ... [8/18] [9/18] [10/18] [11/18] [12/18] [13/18] [14/18] [15/18] [16/18] [17/18] [18/18] Done!

sessioninfo::session_info(deps)
#> ─ Session info ───────────────────────────────────────────────────────────────
#>  setting  value
#>  version  R version 4.1.2 (2021-11-01)
#>  os       Ubuntu 20.04.3 LTS
#>  system   x86_64, linux-gnu
#>  ui       X11
#>  language (EN)
#>  collate  C.UTF-8
#>  ctype    C.UTF-8
#>  tz       UTC
#>  date     2022-02-21
#>  pandoc   2.14.2 @ /usr/bin/ (via rmarkdown)
#> 
#> ─ Packages ───────────────────────────────────────────────────────────────────
#>  ! package        * version    date (UTC) lib source
#>  P abind            1.4-5      2016-07-21 [?] CRAN (R 4.1.2)
#>  P arrayhelpers     1.1-0      2020-02-04 [?] CRAN (R 4.1.2)
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#>  P assertthat       0.2.1      2019-03-21 [?] CRAN (R 4.1.2)
#>  P backports        1.4.1      2021-12-13 [?] CRAN (R 4.1.2)
#>  P base64enc        0.1-3      2015-07-28 [?] CRAN (R 4.1.2)
#>  P bayesplot        1.8.1      2021-06-14 [?] CRAN (R 4.1.2)
#>    BH               1.78.0-0   2021-12-15 [1] CRAN (R 4.1.2)
#>    bit              4.0.4      2020-08-04 [1] CRAN (R 4.1.2)
#>    bit64            4.0.5      2020-08-30 [1] CRAN (R 4.1.2)
#>    bitops           1.0-7      2021-04-24 [1] CRAN (R 4.1.2)
#>    blob             1.2.2      2021-07-23 [1] CRAN (R 4.1.2)
#>  P bookdown         0.24       2021-09-02 [?] CRAN (R 4.1.2)
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#>    brew             1.0-6      2011-04-13 [1] CRAN (R 4.1.2)
#>  P bridgesampling   1.1-2      2021-04-16 [?] CRAN (R 4.1.2)
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#>    ggforce          0.3.3      2021-03-05 [1] CRAN (R 4.1.2)
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#>    ggraph           2.0.5      2021-02-23 [1] CRAN (R 4.1.2)
#>  P ggrepel        * 0.9.1      2021-01-15 [?] CRAN (R 4.1.2)
#>  P ggridges       * 0.5.3      2021-01-08 [?] CRAN (R 4.1.2)
#>  P ggtext         * 0.1.1      2020-12-17 [?] CRAN (R 4.1.2)
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