The Top 3,721 Bayesian Open Source Projects

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The Top 3,721 Bayesian Open Source Projects

Categories > Machine Learning > Bayesian

Probabilistic Programming And Bayesian Methods For Hackers ⭐ 24,783

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

most recent commit a month ago

Kalman And Bayesian Filters In Python ⭐ 12,277

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

most recent commit 2 months ago

Deep universal probabilistic programming with Python and PyTorch

dependent packages 42total releases 30most recent commit 6 days ago

pypi pyro-ppl} Downloads

Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara

dependent packages 95total releases 36most recent commit 8 hours ago

pypi pymc3} Downloads

Bayesianoptimization ⭐ 6,233

A Python implementation of global optimization with gaussian processes.

dependent packages 45total releases 8most recent commit a month ago

pypi bayesian-optimization} Downloads

Botorch ⭐ 2,400

Bayesian optimization in PyTorch

dependent packages 18total releases 29most recent commit 13 hours ago

pypi botorch} Downloads

Deeplearning ⭐ 2,347

Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现

most recent commit 2 years ago

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.

most recent commit 7 days ago

Bayesian Modelling In Python ⭐ 2,202

A python tutorial on bayesian modeling techniques (PyMC3)

most recent commit 5 years ago

Pgmpy ⭐ 2,166

Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.

dependent packages 5total releases 18most recent commit 6 days ago

pypi pgmpy} Downloads

Zhusuan ⭐ 2,139

A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow

most recent commit 3 days ago

Bda_course_aalto ⭐ 1,915

Bayesian Data Analysis course at Aalto

most recent commit a day ago

Adaptive Experimentation Platform

dependent packages 13total releases 30most recent commit 10 hours ago

pypi ax-platform} Downloads

Gen.jl ⭐ 1,665

A general-purpose probabilistic programming system with programmable inference

most recent commit 2 months ago

Causalnex ⭐ 1,658

A Python library that helps data scientists to infer causation rather than observing correlation.

dependent packages 2total releases 16most recent commit 3 days ago

pypi causalnex} Downloads

Ggstatsplot ⭐ 1,554

Enhancing `{ggplot2}` plots with statistical analysis 📊🎨📣

dependent packages 3total releases 33most recent commit a month ago

Causalimpact ⭐ 1,466

An R package for causal inference in time series

dependent packages 2total releases 8most recent commit 12 days ago

Orbit ⭐ 1,463

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

dependent packages 1total releases 17most recent commit 22 days ago

pypi orbit-ml} Downloads

Pmtk3 ⭐ 1,443

Probabilistic Modeling Toolkit for Matlab/Octave.

most recent commit a year ago

Spearmint ⭐ 1,334

Spearmint Bayesian optimization codebase

most recent commit 3 years ago

Spearmint ⭐ 1,310

Spearmint is a package to perform Bayesian optimization according to the algorithms outlined in the paper: Practical Bayesian Optimization of Machine Learning Algorithms. Jasper Snoek, Hugo Larochelle and Ryan P. Adams. Advances in Neural Information Processing Systems, 2012

most recent commit 5 years ago

Arviz ⭐ 1,273

Exploratory analysis of Bayesian models with Python

dependent packages 83total releases 27most recent commit 4 hours ago

pypi arviz} Downloads

Bayesian Machine Learning ⭐ 1,151

Notebooks about Bayesian methods for machine learning

most recent commit 2 years ago

Bayesian Belief Networks ⭐ 1,024

Pythonic Bayesian Belief Network Package, supporting creation of and exact inference on Bayesian Belief Networks specified as pure python functions.

most recent commit 4 years ago

Bayesgan ⭐ 1,002

Tensorflow code for the Bayesian GAN (https://arxiv.org/abs/1705.09558) (NIPS 2017)

most recent commit 4 years ago

Imodels ⭐ 915

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

dependent packages 2total releases 26most recent commit 14 days ago

pypi imodels} Downloads

Nips2017 ⭐ 913

A list of resources for all invited talks, tutorials, workshops and presentations at NIPS 2017

most recent commit 5 years ago

Bayesdb ⭐ 881

A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself. New implementation in http://github.com/probcomp/bayeslite

most recent commit 7 years ago

Bda_py_demos ⭐ 851

Bayesian Data Analysis demos for Python

most recent commit 10 months ago

Bayeslite ⭐ 828

BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.

most recent commit 2 years ago

BAyesian Model-Building Interface (Bambi) in Python.

total releases 21most recent commit a month ago

Easystats ⭐ 820

🌌 The R easystats-project

most recent commit 3 days ago

Doing_bayesian_data_analysis ⭐ 799

Python/PyMC3 versions of the programs described in Doing bayesian data analysis by John K. Kruschke

most recent commit a year ago

Pytorch Bayesiancnn ⭐ 757

Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.

most recent commit 2 years ago

Dragonfly ⭐ 697

An open source python library for scalable Bayesian optimisation.

total releases 9most recent commit 5 days ago

Example Models ⭐ 693

Example models for Stan

most recent commit a month ago

GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation data. It also offers support for stochastic modeling to address parameter and model uncertainties.

dependent packages 1total releases 33most recent commit 15 days ago

pypi gempy} Downloads

Statistical Rethinking With Python And Pymc3 ⭐ 674

Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath

most recent commit 4 years ago

Bayesian ⭐ 672

Naive Bayesian Classification for Golang.

dependent packages 17most recent commit 2 years ago

Tidybayes ⭐ 664

Bayesian analysis + tidy data + geoms (R package)

dependent packages 9total releases 12most recent commit a month ago

Bayespy ⭐ 657

Bayesian Python: Bayesian inference tools for Python

total releases 5most recent commit 6 days ago

Segnet Tutorial ⭐ 655

Files for a tutorial to train SegNet for road scenes using the CamVid dataset

most recent commit 3 years ago

Classifier ⭐ 645

A general classifier module to allow Bayesian and other types of classifications.

dependent packages 52total releases 10most recent commit a year ago

rubygems classifier} Downloads

Tikz Bayesnet ⭐ 638

TikZ library for drawing Bayesian networks, graphical models and (directed) factor graphs in LaTeX.

most recent commit 6 years ago

Blitz Bayesian Deep Learning ⭐ 632

A simple and extensible library to create Bayesian Neural Network layers on PyTorch.

dependent packages 1total releases 8most recent commit 4 months ago

pypi blitz-bayesian-pytorch} Downloads

Classifier ⭐ 623

[UNMAINTAINED] Bayesian classifier with Redis backend

most recent commit 8 years ago

A Comparative Framework for Multimodal Recommender Systems

total releases 37most recent commit 2 months ago

Bayesian Stats Modelling Tutorial ⭐ 601

How to do Bayesian statistical modelling using numpy and PyMC3

most recent commit 3 months ago

Jasp Desktop ⭐ 581

JASP aims to be a complete statistical package for both Bayesian and Frequentist statistical methods, that is easy to use and familiar to users of SPSS

most recent commit a day ago

Awesome Starcraftai ⭐ 579

A curated list of resources dedicated to StarCraft AI.

most recent commit 8 months ago

Bdl Benchmarks ⭐ 571

Bayesian Deep Learning Benchmarks

most recent commit 2 years ago

📜 🎉 Automated reporting of objects in R

total releases 4most recent commit a day ago

Deep Active Learning ⭐ 553

Deep Active Learning

most recent commit 3 days ago

Visualizations of distributions and uncertainty

dependent packages 13total releases 9most recent commit a month ago

Probreg ⭐ 546

Python package for point cloud registration using probabilistic model (Coherent Point Drift, GMMReg, SVR, GMMTree, FilterReg, Bayesian CPD)

dependent packages 1total releases 31most recent commit 24 days ago

pypi probreg} Downloads

Dbda Python ⭐ 543

Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

most recent commit a year ago

Classifier Reborn ⭐ 531

A general classifier module to allow Bayesian and other types of classifications. A fork of cardmagic/classifier.

dependent packages 7total releases 9most recent commit 3 days ago

rubygems classifier-reborn} Downloads

Bayesian Analysis Recipes ⭐ 510

A collection of Bayesian data analysis recipes using PyMC3

most recent commit 9 months ago

Bayesian_changepoint_detection ⭐ 495

Methods to get the probability of a changepoint in a time series.

dependent packages 1total releases 1most recent commit 6 months ago

pypi bayesian-changepoint-detection} Downloads

Bda_r_demos ⭐ 495

Bayesian Data Analysis demos for R

most recent commit a month ago

Bayestestr ⭐ 493

👻 Utilities for analyzing Bayesian models and posterior distributions

dependent packages 23total releases 23most recent commit a day ago

Bandits ⭐ 472

Python library for Multi-Armed Bandits

most recent commit 3 years ago

dependent packages 1total releases 8most recent commit 2 years ago

pypi pyhsmm} Downloads

Sentiment Analysis In Event Driven Stock Price Movement Prediction ⭐ 462

Use NLP to predict stock price movement associated with news

most recent commit 3 years ago

A Python-based toolbox of various methods in uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, etc.

dependent packages 1total releases 7most recent commit 20 days ago

pypi emukit} Downloads

Sklearn Bayes ⭐ 439

Python package for Bayesian Machine Learning with scikit-learn API

most recent commit a year ago

Bayesian Analysis with Python (Second Edition)

most recent commit 10 months ago

Experimental Global Optimization Algorithm

most recent commit 5 years ago

Faceverification ⭐ 426

An Experimental Implementation of Face Verification, 96.8% on LFW.

most recent commit 5 years ago

Bayes Nn ⭐ 423

Lecture notes on Bayesian deep learning

most recent commit 5 years ago

Rainier ⭐ 418

Bayesian inference in Scala.

dependent packages 5total releases 8most recent commit a year ago

Dropoutuncertaintyexps ⭐ 411

Experiments used in "Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning"

most recent commit 7 months ago

Bayesiandeeplearning Survey ⭐ 403

Bayesian Deep Learning: A Survey

most recent commit 2 days ago

A python library for Bayesian time series modeling

dependent packages 1total releases 13most recent commit 2 years ago

pypi pydlm} Downloads

Bayesian learning and inference for state space models

total releases 10most recent commit 2 days ago

RoBO: a Robust Bayesian Optimization framework

most recent commit 3 years ago

Notes On Dirichlet Processes ⭐ 377

🎲 Notes explaining Dirichlet Processes, HDPs, and Latent Dirichlet Allocation

most recent commit 4 years ago

Awesome Bayesian Deep Learning ⭐ 375

A curated list of resources dedicated to bayesian deep learning

most recent commit 5 years ago

Multitask Learning ⭐ 374

Awesome Multitask Learning Resources

most recent commit a year ago

Snake Ga ⭐ 360

AI Agent that learns how to play Snake with Deep Q-Learning

most recent commit a year ago

Bayesplot ⭐ 354

bayesplot R package for plotting Bayesian models

most recent commit 2 months ago

Correlation ⭐ 348

🔗 Methods for Correlation Analysis

dependent packages 7total releases 12most recent commit a day ago

Bayesianrnn ⭐ 342

Code for the paper "A Theoretically Grounded Application of Dropout in Recurrent Neural Networks"

most recent commit 6 years ago

Swa_gaussian ⭐ 336

Code repo for "A Simple Baseline for Bayesian Uncertainty in Deep Learning"

most recent commit 3 months ago

Rstanarm ⭐ 323

rstanarm R package for Bayesian applied regression modeling

most recent commit 2 months ago

Bayesian Neural Network Blogpost ⭐ 317

Building a Bayesian deep learning classifier

most recent commit 5 years ago

Bayes Net Toolbox for Matlab

most recent commit 3 years ago

Distribution_diagrams ⭐ 314

R-script for generating canonical diagrams of distributions to be used to describe Bayesian hierarchical models.

most recent commit 4 years ago

Crosscat ⭐ 312

A domain-general, Bayesian method for analyzing high-dimensional data tables

total releases 16most recent commit 3 years ago

Pyvarinf ⭐ 300

Python package facilitating the use of Bayesian Deep Learning methods with Variational Inference for PyTorch

total releases 2most recent commit 3 years ago

Code for the paper "Curiosity-driven Exploration in Deep Reinforcement Learning via Bayesian Neural Networks"

most recent commit 4 years ago

Bayesian_first_aid ⭐ 292

Inside every classical test there is a Bayesian model trying to get out.

most recent commit 6 years ago

Advancedml ⭐ 282

Reading list for the Advanced Machine Learning Course

most recent commit 17 days ago

Bayesmadesimple ⭐ 282

Code for a tutorial on Bayesian Statistics by Allen Downey.

most recent commit 2 years ago

Scipy2014_tutorial ⭐ 281

Tutorial: Bayesian Statistical Analysis in Python

most recent commit 3 years ago

Dynesty ⭐ 279

Dynamic Nested Sampling package for computing Bayesian posteriors and evidences

dependent packages 24total releases 18most recent commit 21 hours ago

pypi dynesty} Downloads

Bayesab ⭐ 278

🐢 bayesAB: Fast Bayesian Methods for A/B Testing

total releases 7most recent commit a year ago

Lightweight_mmm ⭐ 277

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

total releases 5most recent commit 7 days ago

Btcpredictor ⭐ 269

Bitcoin price prediction algorithm using bayesian regression techniques

most recent commit 5 years ago

Stein Variational Gradient Descent ⭐ 261

code for the paper "Stein Variational Gradient Descent (SVGD): A General Purpose Bayesian Inference Algorithm"

most recent commit 4 years ago

1-100 of 3,721 projects

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