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The Top 88 Bayesian Inference Open Source Projects
Categories
>
Machine Learning
>
Bayesian Inference
Numpy Ml
⭐
9,664
Machine learning, in numpy
Pyro
⭐
6,868
Deep universal probabilistic programming with Python and PyTorch
Pymc3
⭐
5,689
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
Stan
⭐
2,039
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.
Zhusuan
⭐
2,027
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
Neural Tangents
⭐
1,387
Fast and Easy Infinite Neural Networks in Python
Infer
⭐
1,344
Infer.NET is a framework for running Bayesian inference in graphical models
Turing.jl
⭐
1,184
Bayesian inference with probabilistic programming.
Causalnex
⭐
1,071
A Python library that helps data scientists to infer causation rather than observing correlation.
Numpyro
⭐
960
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
Resources
⭐
958
PyMC3 educational resources
Bayesian Neural Networks
⭐
927
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
Brms
⭐
842
brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan
Pytorch Bayesiancnn
⭐
806
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
Bda_py_demos
⭐
789
Bayesian Data Analysis demos for Python
Notes
⭐
768
Resources to learn more about Machine Learning and Artificial Intelligence
Rstan
⭐
765
RStan, the R interface to Stan
Probabilistic_robotics
⭐
745
solution of exercises of the book "probabilistic robotics"
Dsge.jl
⭐
634
Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)
Dbda Python
⭐
511
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
Bayesian Stats Modelling Tutorial
⭐
487
How to do Bayesian statistical modelling using numpy and PyMC3
Bayesian Analysis Recipes
⭐
481
A collection of Bayesian data analysis recipes using PyMC3
Bda_r_demos
⭐
412
Bayesian Data Analysis demos for R
Vae_cf
⭐
391
Variational autoencoders for collaborative filtering
Statistical_rethinking_with_brms_ggplot2_and_the_tidyverse
⭐
351
The bookdown version lives here: https://bookdown.org/content/3890
Bayadera
⭐
343
High-performance Bayesian Data Analysis on the GPU in Clojure
Pyvarinf
⭐
320
Python package facilitating the use of Bayesian Deep Learning methods with Variational Inference for PyTorch
Rstanarm
⭐
288
rstanarm R package for Bayesian applied regression modeling
Soss.jl
⭐
254
Probabilistic programming via source rewriting
Stheno.jl
⭐
244
Probabilistic Programming with Gaussian processes in Julia
Master Thesis Bayesiancnn
⭐
223
Master Thesis on Bayesian Convolutional Neural Network using Variational Inference
Mcmc
⭐
222
Collection of Monte Carlo (MC) and Markov Chain Monte Carlo (MCMC) algorithms applied on simple examples.
Probabilistic Models
⭐
217
Collection of probabilistic models and inference algorithms
Dynesty
⭐
216
Dynamic Nested Sampling package for computing Bayesian posteriors and evidences
Elfi
⭐
209
ELFI - Engine for Likelihood-Free Inference
Bayesianrecurrentnn
⭐
201
Implementation of Bayesian Recurrent Neural Networks by Fortunato et. al
Dynamichmc.jl
⭐
173
Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.
Shinystan
⭐
172
shinystan R package and ShinyStan GUI
Sbi
⭐
167
Simulation-based inference in PyTorch
Beast2
⭐
158
Bayesian Evolutionary Analysis by Sampling Trees
Rethinking Tensorflow Probability
⭐
157
Statistical Rethinking (2nd Ed) with Tensorflow Probability
Statsexpressions
⭐
156
Expressions and dataframes with statistical details 📉 📜🔣✅
Celeste.jl
⭐
143
Scalable inference for a generative model of astronomical images
Particles
⭐
142
Sequential Monte Carlo in python
Survival Analysis Using Deep Learning
⭐
140
This repository contains morden baysian statistics and deep learning based research articles , software for survival analysis
Mrbayes
⭐
137
MrBayes is a program for Bayesian inference and model choice across a wide range of phylogenetic and evolutionary models. For documentation and downloading the program, please see the home page:
Glmm In Python
⭐
133
Generalized linear mixed-effect model in Python
Libcluster
⭐
132
An extensible C++ library of Hierarchical Bayesian clustering algorithms, such as Bayesian Gaussian mixture models, variational Dirichlet processes, Gaussian latent Dirichlet allocation and more.
Aboleth
⭐
126
A bare-bones TensorFlow framework for Bayesian deep learning and Gaussian process approximation
Tapas
⭐
124
TAPAS - Translational Algorithms for Psychiatry-Advancing Science
Vbmc
⭐
124
Variational Bayesian Monte Carlo (VBMC) algorithm for posterior and model inference in MATLAB
Exoplanet
⭐
123
Fast & scalable MCMC for all your exoplanet needs!
Bcpd
⭐
121
Bayesian Coherent Point Drift (BCPD/BCPD++); Source Code Available
Rethinking Pyro
⭐
118
Statistical Rethinking with PyTorch and Pyro
A Nice Mc
⭐
114
Code for "A-NICE-MC: Adversarial Training for MCMC"
Bopp
⭐
113
BOPP: Bayesian Optimization for Probabilistic Programs
Pymc3_vs_pystan
⭐
111
Personal project to compare hierarchical linear regression in PyMC3 and PyStan, as presented at http://pydata.org/london2016/schedule/presentation/30/ video: https://www.youtube.com/watch?v=Jb9eklfbDyg
Gpstuff
⭐
107
GPstuff - Gaussian process models for Bayesian analysis
Rankpl
⭐
99
A qualitative probabilistic programming language based on ranking theory
Nimble
⭐
98
The base NIMBLE package for R
Bayesian_cnn
⭐
98
Bayes by Backprop implemented in a CNN in PyTorch
Probflow
⭐
97
A Python package for building Bayesian models with TensorFlow or PyTorch
Dynare
⭐
96
This project has moved to https://git.dynare.org/Dynare/dynare
Mxfusion
⭐
95
Modular Probabilistic Programming on MXNet
Bayesian Cognitive Modeling In Pymc3
⭐
93
PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course
Paramonte
⭐
92
ParaMonte: Plain Powerful Parallel Monte Carlo and MCMC Library for Python, MATLAB, Fortran, C++, C.
Pymc Example Project
⭐
90
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
Bayesloop
⭐
89
Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.
Pumas.jl
⭐
84
Pharmaceutical Modeling and Simulation for Nonlinear Mixed Effects (NLME), Quantiative Systems Pharmacology (QsP), Physiologically-Based Pharmacokinetics (PBPK) models mixed with machine learning
Bat.jl
⭐
83
A Bayesian Analysis Toolkit in Julia
Alice
⭐
80
NIPS 2017: ALICE: Towards Understanding Adversarial Learning for Joint Distribution Matching
Projpred
⭐
79
Projection predictive variable selection
Paper Reading
⭐
67
Paper Reading
Blackjax
⭐
66
BlackJAX is a sampling library designed for ease of use, speed and modularity.
Bayestyper
⭐
65
A method for variant graph genotyping based on exact alignment of k-mers
Aorun
⭐
60
Deep Learning over PyTorch
Bnlearn
⭐
55
Python package for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.
Dnest4
⭐
50
Diffusive Nested Sampling
Hmm_for_autonomous_driving
⭐
40
🎓 Educational application of Hidden Markov Model to Autonomous Driving 🚕🚙🚗
Dblink
⭐
38
Distributed Bayesian Entity Resolution in Apache Spark
Autoppl
⭐
34
C++ template library for probabilistic programming
Ipynotebook_machinelearning
⭐
27
This contains a number of IP[y]: Notebooks that hopefully give a light to areas of bayesian machine learning.
Looper
⭐
24
A resource list for causality in statistics, data science and physics
Pycurious
⭐
23
Python package for computing the Curie depth from the magnetic anomaly
Scikit Stan
⭐
22
A high-level Bayesian analysis API written in Python
Rhat_ess
⭐
19
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
Ggdistribute
⭐
16
ggplot2 extension for plotting distributions
Bayesflare
⭐
6
A python module to detect stellar flares using Bayesian model comparison
1-88 of 88 projects
Advertising
📦 10
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📦 124
Applications
📦 192
Artificial Intelligence
📦 78
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📦 73
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📦 113
Cloud Computing
📦 80
Code Quality
📦 28
Collaboration
📦 32
Command Line Interface
📦 49
Community
📦 83
Companies
📦 60
Compilers
📦 63
Computer Science
📦 80
Configuration Management
📦 42
Content Management
📦 175
Control Flow
📦 213
Data Formats
📦 78
Data Processing
📦 276
Data Storage
📦 135
Economics
📦 64
Frameworks
📦 215
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
Messaging
📦 98
Networking
📦 315
Operating Systems
📦 89
Operations
📦 121
Package Managers
📦 55
Programming Languages
📦 245
Runtime Environments
📦 100
Science
📦 42
Security
📦 396
Social Media
📦 27
Software Architecture
📦 72
Software Development
📦 72
Software Performance
📦 58
Software Quality
📦 133
Text Editors
📦 49
Text Processing
📦 136
User Interface
📦 330
User Interface Components
📦 514
Version Control
📦 30
Virtualization
📦 71
Web Browsers
📦 42
Web Servers
📦 26
Web User Interface
📦 210