Julia versions of the 'golems' in Statistical Rethinking by Richard McElreath. - StatisticalRethinkingJulia
StatisticalRethinking v4 Project StatusDocumentationBuild Status Note After many years I have decided to step away from my work with Stan and Julia. My plan is to be around until the end of 2024 for support if someone decides to step in and take over further development and maintenance work....
devtools::install_github("rmcelreath/rethinking") If there are any problems, they likely arise when trying to installrstan, so therethinkingpackage has little to do with it. See the manual linked above for some hints about gettingrstaninstalled. But always consult the RStan section of the web...
If you just want to work through the first half of the course, without bothering with MCMC and Stan installs, you can install the 'slim' version of the rethinking package. Do this: install.packages(c("coda","mvtnorm","devtools","loo","dagitty")) devtools::install_github("rmcelreath/...
Note that the rethinking package is not on CRAN, just on github. The rethinking package is never going to be on CRAN. rethinking slim - no MCMC If you just want to work through the first half of the course, without bothering with MCMC and Stan installs, you can install the 'slim' ve...
Read on the site:https://fehiepsi.github.io/rethinking-numpyro/ Use GitHub's renderer:https://github.com/fehiepsi/rethinking-numpyro/tree/master/notebooks/ Use Jupyter's nbviewer:https://nbviewer.jupyter.org/github/fehiepsi/rethinking-numpyro/tree/master/notebooks/ ...
Another person I want to thank is Du Phan (https://github.com/fehiepsi). He is the main author of Numpyro, a great framework to do Bayesian Analysis. He has ported Statsical Rethinking (2nd Ed) to Numpyro and his notebooks were not only insipirational but were also of great help ...
The code is all on github:https://github.com/rmcelreath/rethinking/tree/Experimental Draft chapters We'll use draft chapters for the 2nd edition of my book, Statistical Rethinking. The draft is no longer available here for download. The book is expected in print in March 2020. ...
The book "Statistical Rethinking" by Richard McElreath is a famous textbook to learn Bayesian Statistics. There is a variety of additional material on the internet available for Python, R and probably other programming languages. This repository offers some material of following the book and its ...
身体状态不佳,拖到三月才终于精读完了Rethinking的后半部(Chapter 10 - 17)。后半部从最大熵原理出发,构建广义线性模型(Generalized Linear Model, GLM)。接着,12章节为解决GLM的统计推断问题,比如over-dispersion, zero-inflated outcome,引入混合模型(mixture model)的概念。一个相关的,统计学史上的经典案例是伯...