A JAX custom VJP function for multiple input variable does not work for NumPyro/HMC-NUTS stackoverflow.com/questions/6568… #numpyro #jax #pyroai #python

overflow_meme's tweet image. A JAX custom VJP function for multiple input variable does not work for NumPyro/HMC-NUTS stackoverflow.com/questions/6568… #numpyro #jax #pyroai #python

>生徒の"学力の伸び"、どう測る? >#ドワンゴ の教育事業のデータサイエンティストがPythonライブラリ #NumPyro を使った実装を解説 👀

生徒の"学力の伸び"、どう測る? 🤔 #ドワンゴ の教育事業のデータサイエンティストがPythonライブラリ #NumPyro を使った実装を解説 📝 ベイズ推定の結果診断や学力調査でも使われる「垂直尺度化」など、一歩踏み込んだ内容も扱っています。ぜひご覧ください 👇 blog.nnn.dev/entry/2025/10/… #Python



Our paper on a JAX-based high-res exoplanet/BD spectrum model has been accepted by ApJS. arxiv.org/abs/2105.14782 #jax #numpyro

Hajime_dxdydz's tweet image. Our paper on a JAX-based high-res exoplanet/BD spectrum model has been accepted by ApJS. arxiv.org/abs/2105.14782 #jax #numpyro

For my first post on twitter, I present to the world an astronomer friendly guide to taking your first steps with #NumPyro: hughmcdougall.github.io/blog/02_numpyr…


I've been making progress on my #Bayesian inference in #python book draft. Latest addition is the multi-level modelling chapter. Check it out and then post your feedback here. Thanks! #numpyro Book: persuasivepython.com/13-multilevel

preposterior's tweet image. I've been making progress on my #Bayesian inference in #python book draft.  Latest addition is the multi-level modelling chapter.  Check it out and then post your feedback here.  Thanks! #numpyro

Book: persuasivepython.com/13-multilevel

#Albumentations - A Python library for image augmentation #Numpyro - A library that enables users to build probabilistic models using the Python programming language. #Torchscript - TorchScript is a library in #PyTorch


{causact} 📦 v0.5.7 is on its way to CRAN. Visualize your Bayesian modelling assumptions using #rstats and get lightning fast inference using #numpyro for free. Give it a try!

{causact} 📦 helps you communicate your Bayesian modelling assumptions using #rstats. Can you spot the difference in these 3 Bayesian models?

preposterior's tweet image. {causact} 📦 helps you communicate your Bayesian modelling assumptions using #rstats.  

Can you spot the difference in these 3 Bayesian models?


#NumPyro interface is so clean that I think I will plan to give some weight to it in my next projects.


Simple #rstats install - works on ALL platforms (see readme for more). Just four steps. Please test this #numpyro version before I release to CRAN.🙏 install.packages("remotes") remotes::install_github("flyaflya/causact") library(causact) install_causact_deps()


It's shockingly fast, and installing #numpyro on Windows, which used to be difficult, now works perfectly. They are also working on automatic marginalization of unobserved discrete random variables... looking forward to trying that out.


"Statistical Rethinking (2nd ed.) with #NumPyro" - "a small #ProbabilisticProgramming library provides a #NumPy backend for #Pyro" "powered by #JAX for autograd & JIT compilation to #GPU/CPU" distributions module follows #PyTorch bit.ly/2NSQfUE github.com/pyro-ppl/numpy…

Just having fun using NumPyro and JAX to do inference for ODE parameters - this finishes the translation of @rlmcelreath's Statistical Rethinking 2nd ed. book (latest draft version) to NumPyro fehiepsi.github.io/rethinking-num…



Latest release of {causact} now on CRAN. #rstats #dags #numpyro

The {causact}📦 is bringing #numpyro speed to #rstats. Learning computational #Bayesian inference has never been easier. 🐣Install with ease 📊Build visual models with DAGs 🚅Automate Inference at #numpyro speed Test the #numpyro version from github: github.com/flyaflya/causa…



It's #Numpyro+Jax since it was easy to get lots of example problems, but as a Julia stan gotta say it was really easy and pleasant to use 👏


There are good tools in #rstats (e.g. Robyn) and #python (lightweightmmm), but as noted in the article, you often will just have to roll your own (e.g. via @mcmc_stan or #numpyro).


RT @preposterior@qoto.org I've been making progress on my #Bayesian inference in #python book draft. Latest addition is the multi-level modelling chapter. Check it out and then post your feedback here. Thanks! #numpyro BOOK Link: (1/2)


Ayer estuve de cena con @gilbellosta y con @r_vaquerizo alias "el frecuentista". Después de la cena @gilbellosta me casi convenció de que #numpyro es el futuro de lo bayesiano. Y he de reconocer que ha supuesto un gran avance. Ya no le puedo decir eso de que se acaba el ...


Para los que no hablamos vuestro idioma, @gilbellosta y @joscani: ¿Qué casos de uso resolvéis vosotros con #numpyro?

Ayer estuve de cena con @gilbellosta y con @r_vaquerizo alias "el frecuentista". Después de la cena @gilbellosta me casi convenció de que #numpyro es el futuro de lo bayesiano. Y he de reconocer que ha supuesto un gran avance. Ya no le puedo decir eso de que se acaba el ...



>生徒の"学力の伸び"、どう測る? >#ドワンゴ の教育事業のデータサイエンティストがPythonライブラリ #NumPyro を使った実装を解説 👀

生徒の"学力の伸び"、どう測る? 🤔 #ドワンゴ の教育事業のデータサイエンティストがPythonライブラリ #NumPyro を使った実装を解説 📝 ベイズ推定の結果診断や学力調査でも使われる「垂直尺度化」など、一歩踏み込んだ内容も扱っています。ぜひご覧ください 👇 blog.nnn.dev/entry/2025/10/… #Python



生徒の"学力の伸び"、どう測る? 🤔 #ドワンゴ の教育事業のデータサイエンティストがPythonライブラリ #NumPyro を使った実装を解説 📝 ベイズ推定の結果診断や学力調査でも使われる「垂直尺度化」など、一歩踏み込んだ内容も扱っています。ぜひご覧ください 👇 blog.nnn.dev/entry/2025/10/… #Python


>生徒の"学力の伸び"、どう測る? >#ドワンゴ の教育事業のデータサイエンティストがPythonライブラリ #NumPyro を使った実装を解説 👀

生徒の"学力の伸び"、どう測る? 🤔 #ドワンゴ の教育事業のデータサイエンティストがPythonライブラリ #NumPyro を使った実装を解説 📝 ベイズ推定の結果診断や学力調査でも使われる「垂直尺度化」など、一歩踏み込んだ内容も扱っています。 実装コードも公開中!ぜひご覧ください 👇…



{causact} 📦 v0.5.7 is on its way to CRAN. Visualize your Bayesian modelling assumptions using #rstats and get lightning fast inference using #numpyro for free. Give it a try!

{causact} 📦 helps you communicate your Bayesian modelling assumptions using #rstats. Can you spot the difference in these 3 Bayesian models?

preposterior's tweet image. {causact} 📦 helps you communicate your Bayesian modelling assumptions using #rstats.  

Can you spot the difference in these 3 Bayesian models?


For my first post on twitter, I present to the world an astronomer friendly guide to taking your first steps with #NumPyro: hughmcdougall.github.io/blog/02_numpyr…


There are good tools in #rstats (e.g. Robyn) and #python (lightweightmmm), but as noted in the article, you often will just have to roll your own (e.g. via @mcmc_stan or #numpyro).


Latest release of {causact} now on CRAN. #rstats #dags #numpyro

The {causact}📦 is bringing #numpyro speed to #rstats. Learning computational #Bayesian inference has never been easier. 🐣Install with ease 📊Build visual models with DAGs 🚅Automate Inference at #numpyro speed Test the #numpyro version from github: github.com/flyaflya/causa…



It's shockingly fast, and installing #numpyro on Windows, which used to be difficult, now works perfectly. They are also working on automatic marginalization of unobserved discrete random variables... looking forward to trying that out.


Simple #rstats install - works on ALL platforms (see readme for more). Just four steps. Please test this #numpyro version before I release to CRAN.🙏 install.packages("remotes") remotes::install_github("flyaflya/causact") library(causact) install_causact_deps()


#Albumentations - A Python library for image augmentation #Numpyro - A library that enables users to build probabilistic models using the Python programming language. #Torchscript - TorchScript is a library in #PyTorch


Para los que no hablamos vuestro idioma, @gilbellosta y @joscani: ¿Qué casos de uso resolvéis vosotros con #numpyro?

Ayer estuve de cena con @gilbellosta y con @r_vaquerizo alias "el frecuentista". Después de la cena @gilbellosta me casi convenció de que #numpyro es el futuro de lo bayesiano. Y he de reconocer que ha supuesto un gran avance. Ya no le puedo decir eso de que se acaba el ...



Ayer estuve de cena con @gilbellosta y con @r_vaquerizo alias "el frecuentista". Después de la cena @gilbellosta me casi convenció de que #numpyro es el futuro de lo bayesiano. Y he de reconocer que ha supuesto un gran avance. Ya no le puedo decir eso de que se acaba el ...


RT @preposterior@qoto.org I've been making progress on my #Bayesian inference in #python book draft. Latest addition is the multi-level modelling chapter. Check it out and then post your feedback here. Thanks! #numpyro BOOK Link: (1/2)


لا توجد نتائج لـ "#numpyro"

A JAX custom VJP function for multiple input variable does not work for NumPyro/HMC-NUTS stackoverflow.com/questions/6568… #numpyro #jax #pyroai #python

overflow_meme's tweet image. A JAX custom VJP function for multiple input variable does not work for NumPyro/HMC-NUTS stackoverflow.com/questions/6568… #numpyro #jax #pyroai #python

Our paper on a JAX-based high-res exoplanet/BD spectrum model has been accepted by ApJS. arxiv.org/abs/2105.14782 #jax #numpyro

Hajime_dxdydz's tweet image. Our paper on a JAX-based high-res exoplanet/BD spectrum model has been accepted by ApJS. arxiv.org/abs/2105.14782 #jax #numpyro

I've been making progress on my #Bayesian inference in #python book draft. Latest addition is the multi-level modelling chapter. Check it out and then post your feedback here. Thanks! #numpyro Book: persuasivepython.com/13-multilevel

preposterior's tweet image. I've been making progress on my #Bayesian inference in #python book draft.  Latest addition is the multi-level modelling chapter.  Check it out and then post your feedback here.  Thanks! #numpyro

Book: persuasivepython.com/13-multilevel

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