Top 6 Python Bayesian 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.

orbit

1 1,804 7.8 Python

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood. (by uber)
InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
arviz

3 1,529 7.9 Python

Exploratory analysis of Bayesian models with Python
lightweight_mmm

5 785 5.5 Python

LightweightMMM 🦇 is a lightweight Bayesian Marketing Mix Modeling (MMM) library that allows users to easily train MMMs and obtain channel attribution information.

Project mention: Lightweight (Bayesian) Marketing Mix Modeling (Google Unofficial) | news.ycombinator.com | 2023-07-05

bayesian-neural-network-pytorch

1 434 0.0 Python

PyTorch implementation of bayesian neural network.
judgyprophet

1 56 1.8 Python

Forecasting for knowable future events using Bayesian informative priors (forecasting with judgmental-adjustment).

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).