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The Top 213 Bayesian Statistics Open Source Projects on Github

Categories > Mathematics > Bayesian Statistics
Deep Learning Drizzle ⭐ 9,615
Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
Bayesian Modelling In Python ⭐ 2,202
A python tutorial on bayesian modeling techniques (PyMC3)
Stan ⭐ 2,118
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.
Gpflow ⭐ 1,507
Gaussian processes in TensorFlow
Turing.jl ⭐ 1,366
Bayesian inference with probabilistic programming.
Thinkbayes2 ⭐ 1,102
Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.
Resources ⭐ 1,090
PyMC3 educational resources
Covid19model ⭐ 914
Code for modelling estimated deaths and cases for COVID19.
Rstan ⭐ 814
RStan, the R interface to Stan
Pingouin ⭐ 782
Statistical package in Python based on Pandas
Pytorch Bayesiancnn ⭐ 757
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
Prml ⭐ 562
Repository of notes, code and notebooks for the book Pattern Recognition and Machine Learning by Christopher Bishop
Bayesian Stats Modelling Tutorial ⭐ 543
How to do Bayesian statistical modelling using numpy and PyMC3
Bayesian Analysis Recipes ⭐ 495
A collection of Bayesian data analysis recipes using PyMC3
Stats Maths With Python ⭐ 466
General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python
Soss.jl ⭐ 321
Probabilistic programming via source rewriting
Rstanarm ⭐ 296
rstanarm R package for Bayesian applied regression modeling
Hakaru ⭐ 283
A probabilistic programming language
Rethinking Numpyro ⭐ 257
Statistical Rethinking (2nd ed.) with NumPyro
Statsexpressions ⭐ 218
Tidy Dataframes and Expressions with Statistical Details 📉 📜🔣✅
Ebisu ⭐ 202
Public-domain Python library for flashcard quiz scheduling using Bayesian statistics. (JavaScript, Java, Dart, and other ports available!)
Dynamichmc.jl ⭐ 181
Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.
Shinystan ⭐ 172
shinystan R package and ShinyStan GUI
Bcpd ⭐ 142
Bayesian Coherent Point Drift (BCPD/BCPD++); Source Code Available
Rethinking Tensorflow Probability ⭐ 127
Statistical Rethinking (2nd Ed) with Tensorflow Probability
Paramonte ⭐ 112
ParaMonte: Plain Powerful Parallel Monte Carlo and MCMC Library for Python, MATLAB, Fortran, C++, C.
Bat.jl ⭐ 109
A Bayesian Analysis Toolkit in Julia
Probflow ⭐ 108
A Python package for building Bayesian models with TensorFlow or PyTorch
Rethinking Pyro ⭐ 90
Statistical Rethinking with PyTorch and Pyro
Bayescog_wien ⭐ 70
Teaching materials for BayesCog at Faculty of Psychology, University of Vienna
Blavaan ⭐ 60
An R package for Bayesian structural equation modeling
Bayesian Stats Talk ⭐ 59
Doing Bayesian statistics in Python!
Bayesian Julia ⭐ 57
Bayesian Statistics using Julia and Turing
Bayesian Basics ⭐ 46
🚫 ↩️ A document that introduces Bayesian data analysis.
Transformvariables.jl ⭐ 40
Transformations to contrained variables from ℝⁿ.
Dirichletprocess ⭐ 37
Build dirichletprocess objects for data analysis
Hoff Bayesian Statistics ⭐ 36
R Markdown notes for Peter D. Hoff, "A First Course in Bayesian Statistical Methods"
Tracer ⭐ 34
Posterior summarisation in Bayesian phylogenetics
Flowtorch Old ⭐ 33
Separating Normalizing Flows code from Pyro and improving API
Conjugate_prior ⭐ 33
Implementation of the conjugate prior table for Bayesian Statistics
Bayesrules ⭐ 29
📦 R package for Supplemental Materials for the Bayes Rules! Book
Rstantools ⭐ 28
Tools for Developing R Packages Interfacing with Stan
Ebisu.js ⭐ 28
JavaScript port of Ebisu, the public-domain library for Bayesian quiz scheduling.
Statistical Rethinking Solutions ⭐ 26
Solutions of practice problems from the Richard McElreath's "Statistical Rethinking" book.
Baggr ⭐ 25
R package for Bayesian meta-analysis models, using Stan
Calm ⭐ 24
Conditional Associative Logic Memory
The_bayes_way ⭐ 23
📚 The Bayes Way 🎓
Scikit Stan ⭐ 22
A high-level Bayesian analysis API written in Python
Bayesian_workshop ⭐ 21
Material for a Bayesian statistics workshop
Turing Workshop ⭐ 21
Workshop of Bayesian Statistics using Julia and Turing
Posteriorplots.jl ⭐ 20
Graphical tools for Bayesian inference and posterior predictive checks.
Rhat_ess ⭐ 20
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
Uravu ⭐ 19
A straightforward Bayesian data fitting library
Models ⭐ 18
Forecasting 🇫🇷 elections with Bayesian statistics 🥳
Bayesian Deep Learning ⭐ 17
Implementation of papers on Bayesian deep learning
Supernnova ⭐ 17
Open Source Photometric classification https://supernnova.readthedocs.io
Mcmcdiagnostics.jl ⭐ 17
Markov Chain Monte Carlo convergence diagnostics in Julia
Naro_toukei ⭐ 17
農研機構統計研修「ベイズ統計モデリングとMCMC」
Abby ⭐ 17
Minimal A/B Testing Library in PHP
Blangsdk ⭐ 16
Blang's software development kit
Decision_analysis_course ⭐ 16
🎓 Uni-Bonn Decision Analysis graduate course, lectures and materials
Bayes R Jags Intro ⭐ 14
An introduction to hierarchical Bayesian modelling with R, JAGS and STAN
Tutorials ⭐ 13
Underlying code for the online stats training website.
Bayes_infotheory ⭐ 12
Lectures on Bayesian statistics and information theory
Bayesian Data Analysis ⭐ 12
Berlin Bayesians' solutions to Bayesian Data Analysis, 3rd edition.
Crpclustering ⭐ 12
CRPClustering: An R Package for Bayesian Nonparametric Chinese Restaurant Process Clustering with Entropy
Rater ⭐ 12
R package to fit statistical models to repeated categorical rating data using Stan
Scr Stan ⭐ 11
Spatial capture-recapture models in Stan
Bpl ⭐ 11
Bayesian models of football leagues
Targets Stan ⭐ 11
An example project to validate a Stan model in a targets pipeline
Pythonbrmltoolbox ⭐ 10
Python 3.7 version of David Barber's MATLAB BRMLtoolbox
Hammlet ⭐ 10
Fast Bayesian Hidden Markov Model with Wavelet Compression
My Notebook ⭐ 10
Banns ⭐ 10
Code and simulations using Biologically Annotated Neural Networks (BANNs)
Bugs Examples In Stan ⭐ 10
Simon Jackman's "BUGS Examples" translated into Stan
Chirp ⭐ 9
Chinese Restaurant Process Models for Regression and Clustering. Master branch contains latest stable build.
Bfw ⭐ 9
Framework for conducting Bayesian analyses
Luminescence ⭐ 9
Development version of the R package 'Luminescence'
Trilearn ⭐ 9
Bayesian structure learning and classification in decomposable graphical models
Bhc ⭐ 9
Python implementation of Bayesian hierarchical clustering and Bayesian rose trees algorithms.
Bakr ⭐ 8
Code and Simulations using Bayesian Approximate Kernel Regression (BAKR)
Cbm ⭐ 8
computational and brain/behavior modeling
App ⭐ 8
StatSim. Bayesian inference and statistical simulations in the browser
Dirbn ⭐ 7
The code for DirBN in NeurIPS 2018
Bayescog_part1 ⭐ 7
Teaching materials for BayesCog workshop, UKE Hamburg (Part 1).
Bayesian Statistics Project ⭐ 7
Project for the Bayesian Statistics exam at University of Trieste
Robust Nonlinear Regression ⭐ 7
Robust Regression for arbitrary non-linear functions
Bayesian Pape ⭐ 7
Introduction to rstanarm
Speaker Change Detection ⭐ 7
Speaker Diarization is the first step in many early audio processing and aims to solve the problem ”who spoke when”. It therefore relies on efficient use of temporal information from extracted audio features.
Base ⭐ 7
Bayesian Analysis for Stellar Evolution
Estatistica Bayesiana ⭐ 7
Disciplina de Estatística Bayesiana da UNINOVE
Course_statistics ⭐ 7
Material related to an Introductory Statistics Course
Bayesian Bricks ⭐ 6
Basic building blocks in Bayesian statistics.
Baylum ⭐ 6
Chronological Bayesian models integrated for Optically Stimulated Luminescence (OSL) Dating
Bayesflare ⭐ 6
A python module to detect stellar flares using Bayesian model comparison
Hdp ⭐ 6
Accurate estimation of conditional categorical probability distributions using Hierarchical Dirichlet Processes
Dmu_products ⭐ 6
The Herschel Extrgalactic Legacy Project enables studies of galaxy formation and evolution by bringing together astronomical survey data sets from many observatories and telescopes and adding scientific value to these.
Probability_and_statistics ⭐ 6
Course materials for PROBABILITY AND STATISTICS A/B
Pytorch Stats ⭐ 6
Bayesfactorfmri ⭐ 5
BayesFactorFMRI is a tool developed with R and Python to allow neuroimaging researchers to conduct Bayesian second-level analysis of fMRI data and Bayesian meta-analysis of fMRI images with multiprocessing.
1-100 of 213 projects

Related Projects

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Python Bayesian Statistics Projects (56)
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Stan Bayesian Statistics Projects (31)
Machine Learning Bayesian Statistics Projects (28)
Mcmc Bayesian Statistics Projects (27)
R Stan Bayesian Statistics Projects (21)
Bayesian Statistics Data Analysis Projects (9)
Advertising 📦 9
All Projects
Application Programming Interfaces 📦 120
Applications 📦 181
Artificial Intelligence 📦 72
Blockchain 📦 70
Build Tools 📦 111
Cloud Computing 📦 79
Code Quality 📦 28
Collaboration 📦 30
Command Line Interface 📦 48
Community 📦 81
Companies 📦 60
Compilers 📦 60
Computer Science 📦 74
Configuration Management 📦 39
Content Management 📦 167
Control Flow 📦 197
Data Formats 📦 77
Data Processing 📦 266
Data Storage 📦 132
Economics 📦 60
Frameworks 📦 198
Games 📦 122
Graphics 📦 103
Hardware 📦 148
Integrated Development Environments 📦 47
Learning Resources 📦 147
Legal 📦 28
Libraries 📦 119
Lists Of Projects 📦 21
Machine Learning 📦 336
Mapping 📦 61
Marketing 📦 15
Mathematics 📦 55
Media 📦 228
Messaging 📦 97
Networking 📦 304
Operating Systems 📦 84
Operations 📦 120
Package Managers 📦 52
Programming Languages 📦 229
Runtime Environments 📦 96
Science 📦 42
Security 📦 375
Social Media 📦 26
Software Architecture 📦 70
Software Development 📦 68
Software Performance 📦 57
Software Quality 📦 127
Text Editors 📦 45
Text Processing 📦 131
User Interface 📦 310
User Interface Components 📦 465
Version Control 📦 29
Virtualization 📦 68
Web Browsers 📦 38
Web Servers 📦 25
Web User Interface 📦 194
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