pyro

Probabilistic modeling library

A deep probabilistic programming library built on PyTorch to represent and analyze complex probability distributions.

Deep universal probabilistic programming with Python and PyTorch

GitHub

9k stars
200 watching
986 forks
Language: Python
last commit: almost 2 years ago
Linked from 3 awesome lists

bayesianbayesian-inferencedeep-learningmachine-learningprobabilistic-modelingprobabilistic-programmingpythonpytorchvariational-inference

Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
pyro-ppl/numpyroA lightweight probabilistic programming library built on top of JAX and NumPy.2,341
pytorch/botorchA PyTorch-based library for Bayesian optimization, providing a modular interface for composing and optimizing probabilistic models.3,126
pymc-devs/pymcA Python package for Bayesian statistical modeling and probabilistic programming8,786
awslabs/gluontsA Python package for building probabilistic models of time series data using deep learning techniques.4,677
probtorch/probtorchA deep learning framework for probabilistic models that extends PyTorch with support for reparameterized distributions and Monte Carlo estimators.887
pyrogram/pyrogramAn asynchronous framework for building Telegram API clients in Python.4,444
shangtongzhang/deeprlA modularized implementation of various deep reinforcement learning algorithms in PyTorch3,209
pytorch/pytorchA Python library providing tensors and dynamic neural networks with strong GPU acceleration84,978
sktime/pytorch-forecastingA PyTorch-based package for state-of-the-art time series forecasting with deep learning architectures4,038
jmschrei/pomegranateA probabilistic modeling library with flexible and modular implementation of various probability distributions.3,389
ahkarami/deep-learning-in-productionA collection of notes and references on deploying deep learning models in production environments4,313
eriklindernoren/pytorch-yolov3An implementation of YOLOv3 in PyTorch for object detection and tracking7,343
probprog/pyprobA probabilistic programming system for simulators and high-performance computing based on PyTorch27
p-christ/deep-reinforcement-learning-algorithms-with-pytorchPyTorch implementations of popular deep reinforcement learning algorithms and environments.5,669
lightning-ai/pytorch-lightningA framework for building and training AI models on multiple GPUs or TPUs with minimal code changes.28,636