pyro-ppl ORG

Deep universal probabilistic programming with Python and PyTorch

A Python library for probabilistic programming that lets you write statistical models describing uncertainty and then automatically infer the best parameters from observed data.

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

Functional tensors for probabilistic programming

Bayesian optimization of discrete sequences

Learn Pyro through the M5 forecasting competition

Bayesian Regression Models in Pyro

Repository of models in Pyro

Pyro models and misc examples.

Generic API for dispatch to Pyro backends.

Datasets for Pyro tutorials and tests

Governance for Pyro, NumPyro, and related projects

Pyro website

Pyro logos in standard formats and various colors.