Bayesian

Open-source projects categorized as Bayesian
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Topics: Stan Python Machine Learning Pytorch bayesian-inference
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Top 16 Bayesian Open-Source Projects

  • pyro

    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.

  • stan

    Stan development repository. The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.

    • Project mention: Stan: Statistical modeling and high-performance statistical computation | news.ycombinator.com | 2024-03-04

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  • orbit

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

  • arviz

    Exploratory analysis of Bayesian models with Python

  • lightweight_mmm

    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

  • report

    :scroll: :tada: Automated reporting of objects in R

  • bayesian-neural-network-pytorch

    PyTorch implementation of bayesian neural network.

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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  • Elo-MMR

    Skill estimation systems for multiplayer competitions

  • diffusion_models

    Minimal standalone example of diffusion model

  • stan-mode

    Emacs mode for Stan.

  • judgyprophet

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

  • fastbaps

    A fast approximation to a Dirichlet Process Mixture model (DPM) for clustering genetic data

  • bayesian

    Bindings for Bayesian TidyModels (by hsbadr)

  • MultiBUGS

    Multi-core BUGS for fast Bayesian inference of large hierarchical models

  • EpiFilter

    Optimised estimates of reproduction numbers over time, which extract more information from an incidence curve than many conventional approaches

  • wildfire-extremes

    Spatiotemporal modeling of wildfire extremes

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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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).

Bayesian related posts

Index

What are some of the best open-source Bayesian projects? This list will help you:

Project Stars
1 pyro 8,369
2 stan 2,521
3 orbit 1,805
4 arviz 1,532
5 lightweight_mmm 794
6 report 663
7 bayesian-neural-network-pytorch 434
8 Elo-MMR 155
9 diffusion_models 152
10 stan-mode 70
11 judgyprophet 56
12 fastbaps 51
13 bayesian 42
14 MultiBUGS 31
15 EpiFilter 19
16 wildfire-extremes 8

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