bayesian-statistics

There are 25 repositories under bayesian-statistics topic.

• kmario23 / deep-learning-drizzle

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

Language:HTML 10110
• BoltzmannEntropy / interviews.ai

It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.

• markdregan / Bayesian-Modelling-in-Python

A python tutorial on bayesian modeling techniques (PyMC3)

Language:Jupyter Notebook 2362
• stan-dev / 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.

Language:C++ 2262
• GPflow / GPflow

Gaussian processes in TensorFlow

Language:Python 1629
• TuringLang / Turing.jl

Bayesian inference with probabilistic programming.

Language:Julia 1575
• pymc-devs / pymc-resources

PyMC educational resources

Language:Jupyter Notebook 1457
• orbit

uber / orbit

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

Language:Python 1375
• AllenDowney / ThinkBayes2

Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.

Language:Jupyter Notebook 1328
• raphaelvallat / pingouin

Statistical package in Python based on Pandas

Language:Python 1066
• kumar-shridhar / PyTorch-BayesianCNN

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

Language:Python 1026
• ImperialCollegeLondon / covid19model

Code for modelling estimated deaths and cases for COVID19.

Language:Stan 938
• prml

gerdm / prml

Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop

Language:Jupyter Notebook 868
• stan-dev / rstan

RStan, the R interface to Stan

Language:C++ 861
• tirthajyoti / Stats-Maths-with-Python

General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python

Language:Jupyter Notebook 591
• ericmjl / bayesian-stats-modelling-tutorial

How to do Bayesian statistical modelling using numpy and PyMC3

Language:Jupyter Notebook 590
• ericmjl / bayesian-analysis-recipes

A collection of Bayesian data analysis recipes using PyMC3

Language:Jupyter Notebook 523
• cscherrer / Soss.jl

Probabilistic programming via source rewriting

Language:Julia 382
• fehiepsi / rethinking-numpyro

Statistical Rethinking (2nd ed.) with NumPyro

Language:Jupyter Notebook 338
• stan-dev / rstanarm

rstanarm R package for Bayesian applied regression modeling

Language:R 319
• hakaru-dev / hakaru

A probabilistic programming language

• statsExpressions

IndrajeetPatil / statsExpressions

Tidy Dataframes and Expressions with Statistical Details đź“‰ đź“śđź”Łâś…

Language:R 262
• fasiha / ebisu

Public-domain Python library for flashcard quiz scheduling using Bayesian statistics. (JavaScript, Java, Dart, and other ports available!)

Language:Python 242
• ksachdeva / rethinking-tensorflow-probability

Statistical Rethinking (2nd Ed) with Tensorflow Probability

Language:Jupyter Notebook 228
• tpapp / DynamicHMC.jl

Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.

Language:Julia 203
• stan-dev / shinystan

shinystan R package and ShinyStan GUI

Language:R 180
• Language:C 176
• paramonte

cdslaborg / paramonte

ParaMonte: Plain Powerful Parallel Monte Carlo and MCMC Library for Python, MATLAB, Fortran, C++, C.

Language:Fortran 167
• fehiepsi / rethinking-pyro

Statistical Rethinking with PyTorch and Pyro

Language:Jupyter Notebook 144
• bat / BAT.jl

A Bayesian Analysis Toolkit in Julia

Language:Julia 141
• brendanhasz / probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

Language:Python 137
• lei-zhang / BayesCog_Wien

Teaching materials for BayesCog at Faculty of Psychology, University of Vienna

Language:R 101
• storopoli / Bayesian-Julia

Bayesian Statistics using Julia and Turing

Language:Julia 95
• jayelm / hoff-bayesian-statistics

R Markdown notes for Peter D. Hoff, "A First Course in Bayesian Statistical Methods"

Language:HTML 76
• ecmerkle / blavaan

An R package for Bayesian structural equation modeling

Language:R 65
• m-clark / bayesian-basics

:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.

Language:Stan 64