Top 6 Python variational-inference Projects

pyro

9 8,356 8.4 Python

Deep universal probabilistic programming with Python and PyTorch

Project mention: Show HN: Designing Bridges with PyTorch | news.ycombinator.com | 2024-01-11

Mostly I use pytorch for statistical modeling https://pyro.ai . Under the hood that package uses a lot of Monte Carlo integration and variational methods (i.e. integration by optimization). It does support neural nets, but probably >80% of pyro users stick to simpler hierarchical Bayesian models.

PyMC

3 8,155 9.5 Python

Bayesian Modeling and Probabilistic Programming in Python
WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
GPflow

1 1,794 5.8 Python

Gaussian processes in TensorFlow
awesome-normalizing-flows

1 1,300 3.1 Python

Awesome resources on normalizing flows.
SelSum

1 44 0.0 Python

Abstractive opinion summarization system (SelSum) and the largest dataset of Amazon product summaries (AmaSum). EMNLP 2021 conference paper.
microbiome-mvib

2 25 4.3 Python

Microbiome-based disease prediction with multimodal variational information bottlenecks, Grazioli et al., PLOS Computational Biology 2022

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).