Hierarchical Modelling - bdatko/numpyro_play GitHub Wiki

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

Bayesian Multilevel Modelling using PyStan

• the linked source for the excellent figure from Finally! Bayesian Hierarchical Modelling at Scale

A Primer on Bayesian Multilevel Modeling using PyStan

• the true source of the excellent figure from Bayesian Multilevel Modelling using PyStan

Hierarchical Model radon from Gelman

• notebook using Numpyro to reproduce Gelman's Radon model

A Primer on Bayesian Methods for Multilevel Modeling

• PyMC3 notebook of Multilevel Modeling from Gelman's Radon

GLM: Hierarchical Linear Regression - Posterior Predictive Check - RMSD

• mentions the RMSD metrics used for model selection from the original post
• Google search: Posterior Predictive Check Root Mean Square Deviation