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
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