http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/

My reading notes: Notes of "Probabilistic Programming & Bayesian Methods for Hackers"

http://pyro.ai/, Deep Universal Probabilistic Programming

• Pyro is a universal probabilistic programming language (PPL) written in Python and supported by PyTorch on the backend.
• We’re excited to announce the release of NumPyro, a NumPy-backed Pyro using JAX for automatic differentiation and JIT compilation, with over 100x speedup for HMC and NUTS! See the examples and documentation for more details.

https://github.com/pyro-ppl/numpyro NumPyro is a small probabilistic programming library that provides a NumPy backend for Pyro.