NumPyro Jupyter Notebooks - bdatko/numpyro_play GitHub Wiki

Statistical Rethinking (2nd ed.) with NumPyro

• the bible, the instant classic

statrethink-course-in-numpyro

• another repo going through Statistical Rethinking with NumPyro

mrleu/statistical_rethinking

• another repo of Statistical Rethinking

Sigmoid Change Point Model

• Github repo by Andy Kitchen
• Youtube video lecture for the notebook

Bayesian Imputation

• Github repo by R. Michael
• Medium Article for the notebook Improve Your Model with Missing Data | Imputation with NumPyro

Bayesian Imputation for Age

• Categorical missing values

pyprobml

• Several notebooks using NumPyro on various topics
• NumPyro Intro
• Inference for the parameters of a 1d Gaussian using a non-conjugate prior
• Robust linear regression
• Linear regression for predicting height from weight
• Hierarchical non-centered Bayesian Linear Regression in NumPyro
• Hierarchical Bayesian Linear Regression in NumPyro
• Binomial logistic regression for UCB admissions
• 1d regression splines
• hierarchial Bayesian neural network classifiers from PyMC3

Finally! Bayesian Hierarchical Modelling at Scale

• Not a notebook, but a good blog post with code
• Has an excellent figure of pooled and un-pooled
• Kinda similar to Bayesian Hierarchical Modeling

Probabilistic Programming - Pyro

• The code uses pyro, but still a good explanation
• Source for the medium article

Hierarchical Model radon from Gelman

• notebook using Numpyro to reproduce Gelman's Radon model

Github Dependency graph of NumPyro

• Should look through packages with NumPyro as a dependency