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Reexpress McElreath’s "Statistical Rethinking" (2015) by fitting the models in brms, plotting with ggplot2, and data wrangling with tidyverse-style syntax.

License: GNU General Public License v3.0

HTML 98.28% CSS 0.90% JavaScript 0.60% TeX 0.23%

statistical_rethinking_with_brms_ggplot2_and_the_tidyverse's Introduction

Statistical Rethinking with brms, ggplot2, and the tidyverse

DOI

I love McElreath's Statistical Rethinking text. However, I've come to prefer using Bürkner’s brms package when doing Bayesian regression in R. It's just spectacular. I also prefer plotting with Wickham's ggplot2, and using tidyverse-style syntax (which you might learn about here or here).

So, this project is an attempt to reexpress the code in McElreath's textbook. His models are re-fit in brms, plots are reproduced or reimagined with ggplot2, and the general data wrangling code now predominantly follows the tidyverse style.

The current version, 1.1.0, is avaliable in HTML only. However, version 1.0.1 is still avaliable as a PDF version.

This repository contains the code and text behind the Statistical Rethinking with brms, ggplot2, and the tidyverse project.

The project was stitched together using Yihui Xie's bookdown package.

statistical_rethinking_with_brms_ggplot2_and_the_tidyverse's People

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