https://github.com/robitalec/statistical-rethinking
Learning bayesian data analysis with Statistical Rethinking
https://github.com/robitalec/statistical-rethinking
bookdown cmdstanr stan stantargets statistical-rethinking targets
Last synced: 2 months ago
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Learning bayesian data analysis with Statistical Rethinking
- Host: GitHub
- URL: https://github.com/robitalec/statistical-rethinking
- Owner: robitalec
- Created: 2021-10-08T21:20:29.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2022-02-23T23:45:35.000Z (over 3 years ago)
- Last Synced: 2025-02-14T12:31:16.251Z (4 months ago)
- Topics: bookdown, cmdstanr, stan, stantargets, statistical-rethinking, targets
- Language: HTML
- Homepage: https://www.statistical-rethinking.robitalec.ca/
- Size: 23.1 MB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
## Introduction {.unnumbered}
Learning bayesian data analysis with the Statistical Rethinking textbook
and online lectures. The original version followed the 2019 lectures, and
I am in the progress of working through the 2022 lectures and associated homework
with the [statistical rethinking colearning 2022 group](https://github.com/robitalec/statistical-rethinking-colearning-2022).
## Approach {.unnumbered}
For Chapters 1-4, I use `quap` from the `rethinking` package, following
along with the book and solutions. For Chapters 5-10, I use `cmdstanr` and
`stantargets` to benefit from the incredible `targets` package. All wrapped
up with `bookdown`. Thanks to Richard McElreath for the book and providing
lectures available online. And thanks to all the package and Stan developers.
See the full [references](#references) for all packages.
## Links {.unnumbered}
* Course: [https://github.com/rmcelreath/statrethinking_winter2019](https://github.com/rmcelreath/statrethinking_winter2019)
* `targets`: https://books.ropensci.org/targets/
* `cmdstanr`: https://mc-stan.org/cmdstanr/
* `stantargets`: https://docs.ropensci.org/stantargets/
* `bookdown`: https://bookdown.org/home/
## Adaptations {.unnumbered}
Stan+R: https://vincentarelbundock.github.io/rethinking2/
tidy+rethinking: https://david-salazar.github.io/2020/04/19/statistical-rethinking-week-1/
brms+tidy: https://bookdown.org/content/4857/
Julia+Turing: https://github.com/StatisticalRethinkingJulia/TuringModels.jl
## Etc {.unnumbered}
https://chi-feng.github.io/mcmc-demo