Bayesian-Models

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

Probabilistic reasoning and statistical analysis in TensorFlow

High-quality implementations of standard and SOTA methods on a variety of tasks.

A simple probabilistic programming language.

A collection of Bayesian data analysis recipes using PyMC3

Probabilistic Programming and Nested sampling in JAX

A collection of awesome mathematics and computer science courses

Graduate course on Machine Learning

Bayesian Methods for Machine Learning