Topic: bayesian-inference

uber / pyro

Deep universal probabilistic programming with Python and PyTorch

python pytorch machine-learning bayesian probabilistic-programming bayesian-inference variational-inference probabilistic-modeling

Python Updated Aug 25, 2018

pymc-devs / pymc3

3.5k

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

python statistical-analysis bayesian-inference mcmc variational-inference theano probabilistic-programming

Python Updated Aug 24, 2018

stan-dev / stan

1.4k

Stan development repository (home page is linked below). The master branch contains the current release. The develop …

stan bayesian-inference bayesian bayesian-methods bayesian-statistics bayesian-data-analysis

R Updated Aug 24, 2018 12 issues need help

thu-ml / zhusuan

1.3k

A Library for Bayesian Deep Learning, Generative Models, Based on Tensorflow

bayesian-inference probabilistic-programming graphical-models generative-models deep-learning

Python Updated Aug 15, 2018

avehtari / BDA_py_demos

489

Bayesian Data Analysis demos for Python

python bayesian-data-analysis bayesian-inference bayesian mcmc stan

Jupyter Notebook Updated Mar 5, 2018

stan-dev / rstan

470

RStan, the R interface to Stan

stan mcmc bayesian-inference bayesian-data-analysis bayesian-statistics r r-package

R Updated Aug 22, 2018

FRBNY-DSGE / DSGE.jl

429

Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)

economics macroeconomics dsge bayesian-inference

Julia Updated Aug 17, 2018

paul-buerkner / brms

383

brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan

brms stan bayesian-inference multilevel-models statistical-models r-package

R Updated Aug 23, 2018

uncomplicate / bayadera

282

High-performance Bayesian Data Analysis on the GPU in Clojure

clojure bayesian-inference bayesian-data-analysis gpu-computing gpu-acceleration statistics machine-learning clojure-library bayesian opencl cuda high-performance-computing gpu mcmc markov-chain-monte-carlo

Clojure Updated Jul 22, 2018

brylevkirill / notes

199

Resources to learn more about Machine Learning and Artificial Intelligence

artificial-intelligence machine-learning deep-learning reinforcement-learning bayesian-inference probabilistic-programming knowledge-representation

Updated Aug 5, 2018

avehtari / BDA_R_demos

197

Bayesian Data Analysis demos for R

bayesian-data-analysis r bayesian-inference bayesian mcmc stan monte-carlo

HTML Updated Mar 5, 2018

JWarmenhoven / DBDA-python

194

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

bayesian-data-analysis bayesian-inference pymc3 mcmc hierarchical-models kruschke probabilistic-programming

Jupyter Notebook Updated Aug 21, 2018 1 issue needs help

ericmjl / bayesian-analysis-recipes

172

A collection of Bayesian data analysis recipes using PyMC3

bayesian-inference bayesian bayesian-statistics bayesian-data-analysis bayesian-analysis bayesian-methods notebook treatment-groups neural-networks

Jupyter Notebook Updated Aug 12, 2018

ctallec / pyvarinf

169

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

bayesian-inference deep-learning

Python Updated Mar 23, 2018

stan-dev / rstanarm

165

rstanarm R package for Bayesian applied regression modeling

stan multilevel-models r-package bayesian bayesian-inference bayesian-methods bayesian-statistics bayesian-data-analysis statistical-modeling r rstan rstanarm

R Updated Aug 23, 2018

mirceamironenco / BayesianRecurrentNN

144

Implementation of Bayesian Recurrent Neural Networks by Fortunato et. al

machine-learning deep-learning bayesian-inference

Python Updated Oct 23, 2017

stan-dev / shinystan

140

shinystan R package and ShinyStan GUI

stan mcmc r-package statistical-graphics shiny-apps r bayesian bayesian-statistics bayesian-inference bayesian-data-analysis bayesian-methods

R Updated May 1, 2018

ASKurz / Statistical_Rethinking_with_brms_ggplot2_and_the_tidyverse

138

Reexpress McElreath’s "Statistical Rethinking" (2015) by fitting the models in brms, plotting with ggplot2, and data …

bayesian-inference brms tidyverse rethinking regression

HTML Updated Aug 24, 2018 1 issue needs help

elfi-dev / elfi

130

ELFI - Engine for Likelihood-Free Inference

inference simulator python statistics bayesian-inference bayesian likelihood-free

Python Updated Aug 24, 2018

pymc-devs / resources

129

PyMC3 educational resources

bayesian-inference bayesian-statistics data-science data-analysis

Jupyter Notebook Updated Aug 23, 2018

probprog / bopp

111

BOPP: Bayesian Optimization for Probabilistic Programs

probabilistic-programming bayesian-optimization bayesian-inference

Clojure Updated Nov 9, 2017

dawenl / vae_cf

108

Variational autoencoders for collaborative filtering

recommender-systems collaborative-filtering variational-autoencoder bayesian-inference

Jupyter Notebook Updated Feb 19, 2018

data61 / aboleth

94

A bare-bones TensorFlow framework for Bayesian deep learning and Gaussian process approximation

deep-learning deep-neural-networks bayesian-inference bayesian-machine-learning tensorflow gaussian-processes

Python Updated Aug 24, 2018 3 issues need help

tjitze / RankPL

90

A qualitative probabilistic programming language based on ranking theory

probabilistic-programming bayesian-inference reasoning belief-revision nondeterministic esoteric-language ranking-theory

Java Updated Aug 21, 2018

junpenglao / Bayesian-Cognitive-Modeling-in-Pymc3

89

PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course

pymc3 bayesian-inference bayesian-methods data-science data-analysis statistics

Jupyter Notebook Updated Nov 13, 2017

dsteinberg / libcluster

87

An extensible C++ library of Hierarchical Bayesian clustering algorithms, such as Bayesian Gaussian mixture models, v…

clustering mixture-model variational-bayes bayesian-inference nonparametrics

C++ Updated Mar 1, 2018

CompEvol / beast2

86

Bayesian Evolutionary Analysis by Sampling Trees

phylogenetics bayesian-inference mcmc beast java evolution

Java Updated Aug 20, 2018

jonsedar / pymc3_vs_pystan

85

Personal project to compare hierarchical linear regression in PyMC3 and PyStan, as presented at http://pydata.org/lon…

pymc3 pystan bayesian-inference bayesian-methods hierarchical-models

Jupyter Notebook Updated May 22, 2016

ferrine / gelato

82

Bayesian dessert for Lasagne

bayesian-inference lasagne uncertainty variational-inference gelato neural-network theano deep-learning

Python Updated Jun 25, 2017

DynareTeam / dynare

75

A platform for handling a wide class of economic models

dsge-models simulation estimation bayesian-inference

Matlab Updated Aug 23, 2018

bayesian-inference

Repositories 418