Popular GitHub Repositories for Pyro

Python code for "Probabilistic Machine learning" book by Kevin Murphy

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

Functional tensors for probabilistic programming

ASR with PyTorch

Deep Probabilistic Programming Examples in Pytorch using pyro

Bayesian deep learning experiments

ARIMA time series implementation in PyTorch with optional support for Bayesian priors.

Exploration of TensorFlow-2 and TensorFlow probability to implement Bayesian Neural Networks, Normalizing flows, real NVPs and Autoencoders. Exploration of Bayesian Modelling and Variational Inference with Pyro.

Tutorials for the 2022 IAIFI Summer School, covering (deep) probabilistic programming with Jax and NumPyro.

An experimental Python package for learning Bayesian Neural Network.

Word Vectors Served via Pyro4.

Solving RL posed as inference

Materials for a 2022/23 CS graduate lab on variational inference and probabilistic programming with Pyro-PPL.

Re-implemntation of scVI (a deep generative model) using PyTorch, PyTorch Lightning, and Pyro

Large-Scale Statistical Learning and Inference with Gradient Descent, PyTorch, and Pyro

Testing MLServer and Alibi

PyTorch & Pyro Examples for Natural Language Processing and Bayesian Inference.

A Pyro-PPL implementation of a 2D Ornstein-Uhlenbeck process using stochastic variational inference.