bayesian graphical modelling and a bit of do-calculus for discrete data.
MIT License
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STATS 305B: Applied Statistics II. Models and Algorithms for Discrete Data.
Jupyter notebooks for demo/projects, now that github supports them
Noisy regression (MLP, BNN-(RVI, LA))
How to do Bayesian statistical modelling using numpy and PyMC3
Practice repo for the book "Statistical Modelling for Data Analysis"
Notebooks about Bayesian methods for machine learning
Doing Bayesian statistics in Python!
Presented at Scipy Conference 2019
Repository for the data and associated notebook for the manuscript "Finding the optimal Bayesian ...
Notebooks and data for StanCon2023 tutorial on BRMS
Essay on Hamiltonian Monte Carlo in PyMC3
A collection of Bayesian data analysis recipes using PyMC3
Bayesian Estimation and Forecasting of Time Series in statsmodels, for Scipy 2022 conference
PyMC educational resources