bayesian-methods | Topic | Ecosyste.ms: Repos

Topic: "bayesian-methods"

CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

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 ;)

Language: Jupyter Notebook - Size: 164 MB - Last synced at: 4 days ago - Pushed at: 11 months ago - Stars: 27,361 - Forks: 7,920

blei-lab/edward

A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

Language: Jupyter Notebook - Size: 28.5 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 4,838 - Forks: 757

tensorflow/probability

Probabilistic reasoning and statistical analysis in TensorFlow

Language: Jupyter Notebook - Size: 153 MB - Last synced at: 10 days ago - Pushed at: 13 days ago - Stars: 4,331 - Forks: 1,115

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++ - Size: 277 MB - Last synced at: about 7 hours ago - Pushed at: about 8 hours ago - Stars: 2,656 - Forks: 377

avehtari/BDA_course_Aalto

Bayesian Data Analysis course at Aalto

Language: TeX - Size: 440 MB - Last synced at: 7 days ago - Pushed at: 3 months ago - Stars: 2,198 - Forks: 560

uber/orbit

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

Language: Python - Size: 160 MB - Last synced at: 6 months ago - Pushed at: 10 months ago - Stars: 1,872 - Forks: 134

krasserm/bayesian-machine-learning

Notebooks about Bayesian methods for machine learning

Language: Jupyter Notebook - Size: 27.2 MB - Last synced at: 20 days ago - Pushed at: about 1 year ago - Stars: 1,855 - Forks: 470

google/uncertainty-baselines

High-quality implementations of standard and SOTA methods on a variety of tasks.

Language: Python - Size: 8.39 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 1,502 - Forks: 210

google/edward2

A simple probabilistic programming language.

Language: Jupyter Notebook - Size: 21 MB - Last synced at: 22 days ago - Pushed at: 2 months ago - Stars: 692 - Forks: 76

ericmjl/bayesian-analysis-recipes

A collection of Bayesian data analysis recipes using PyMC3

Language: Jupyter Notebook - Size: 126 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 557 - Forks: 110

stan-dev/rstanarm

rstanarm R package for Bayesian applied regression modeling

Language: R - Size: 117 MB - Last synced at: 3 days ago - Pushed at: about 2 months ago - Stars: 394 - Forks: 136

nansencenter/DAPPER

Data Assimilation with Python: a Package for Experimental Research

Language: Python - Size: 9.12 MB - Last synced at: 11 days ago - Pushed at: 16 days ago - Stars: 371 - Forks: 127

markovmodel/PyEMMA 📦

🚂 Python API for Emma's Markov Model Algorithms 🚂

Language: Python - Size: 10.3 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 321 - Forks: 122

FrankPortman/bayesAB

🐢 bayesAB: Fast Bayesian Methods for A/B Testing

Language: R - Size: 18.3 MB - Last synced at: 17 days ago - Pushed at: almost 4 years ago - Stars: 314 - Forks: 42

tpapp/DynamicHMC.jl

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

Language: Julia - Size: 1.14 MB - Last synced at: 1 day ago - Pushed at: 4 days ago - Stars: 251 - Forks: 21

pints-team/pints

Probabilistic Inference on Noisy Time Series

Language: Python - Size: 192 MB - Last synced at: 1 day ago - Pushed at: 3 months ago - Stars: 235 - Forks: 34

BayesWatch/deep-kernel-transfer

Official pytorch implementation of the paper "Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels" (NeurIPS 2020)

Language: Python - Size: 641 KB - Last synced at: 10 days ago - Pushed at: over 3 years ago - Stars: 202 - Forks: 30

stan-dev/shinystan

shinystan R package and ShinyStan GUI

Language: R - Size: 32.9 MB - Last synced at: 3 days ago - Pushed at: 4 months ago - Stars: 199 - Forks: 47

nimble-dev/nimble

The base NIMBLE package for R

Language: C++ - Size: 70.7 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 174 - Forks: 22

brendanhasz/probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

Language: Python - Size: 3.23 MB - Last synced at: 3 days ago - Pushed at: almost 3 years ago - Stars: 174 - Forks: 16

Joshuaalbert/jaxns

Probabilistic Programming and Nested sampling in JAX

Language: Python - Size: 51.3 MB - Last synced at: about 1 month ago - Pushed at: 5 months ago - Stars: 173 - Forks: 12

fehiepsi/rethinking-pyro

Statistical Rethinking with PyTorch and Pyro

Language: Jupyter Notebook - Size: 64.3 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 163 - Forks: 36

nansencenter/DA-tutorials

Tutorials on data assimilation (DA) and the EnKF

Language: Python - Size: 10.5 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 155 - Forks: 53

stan-dev/loo

loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)

Language: R - Size: 111 MB - Last synced at: 3 days ago - Pushed at: about 1 month ago - Stars: 153 - Forks: 34

biaslab/ForneyLab.jl

Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.

Language: Julia - Size: 33.3 MB - Last synced at: 20 days ago - Pushed at: about 2 years ago - Stars: 149 - Forks: 33

grinisrit/noa

Differentiable Programming Algorithms in Modern C++

Language: LLVM - Size: 153 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 145 - Forks: 29

pyxu-org/pyxu

Modular and scalable computational imaging in Python with GPU/out-of-core computing.

Language: Python - Size: 286 MB - Last synced at: 20 days ago - Pushed at: about 1 month ago - Stars: 134 - Forks: 16

Shmuma/rethinking-2ed-julia

Port of Statistical Rethinking (2nd edition) code to Julia

Language: Jupyter Notebook - Size: 28.6 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 131 - Forks: 19

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

Language: Jupyter Notebook - Size: 21.4 MB - Last synced at: over 1 year ago - Pushed at: almost 9 years ago - Stars: 126 - Forks: 43

amidst/toolbox

A Java Toolbox for Scalable Probabilistic Machine Learning

Language: Java - Size: 430 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 117 - Forks: 35

lawmurray/Birch

A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.

Language: C++ - Size: 13.2 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 115 - Forks: 14

amirabbasasadi/mathematics-computerscience-courses

A collection of awesome mathematics and computer science courses

Size: 80.1 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 111 - Forks: 10

junpenglao/Bayesian-Cognitive-Modeling-in-Pymc3 📦

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

Language: Jupyter Notebook - Size: 82.2 MB - Last synced at: almost 2 years ago - Pushed at: over 7 years ago - Stars: 97 - Forks: 21

jbrea/BayesianOptimization.jl

Bayesian optimization for Julia

Language: Julia - Size: 175 KB - Last synced at: 7 days ago - Pushed at: 9 months ago - Stars: 93 - Forks: 16

google-research/hyperbo

Pre-trained Gaussian processes for Bayesian optimization

Language: Python - Size: 156 KB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 90 - Forks: 8

weijie-chen/Bayesian-Statistics-Econometrics

Bayesian Statistics-Econometrics

Language: Jupyter Notebook - Size: 14.7 MB - Last synced at: about 1 month ago - Pushed at: 11 months ago - Stars: 84 - Forks: 33

m-clark/bayesian-basics

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

Language: Stan - Size: 93 MB - Last synced at: 12 days ago - Pushed at: about 3 years ago - Stars: 84 - Forks: 26

rfeinman/pyBPL

Python implementation of Bayesian Program Learning tools (with PyTorch)

Language: Python - Size: 43.5 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 71 - Forks: 11

rhayes777/PyAutoFit

PyAutoFit: Classy Probabilistic Programming

Language: Python - Size: 26 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 64 - Forks: 12

cgre-aachen/bayseg

An unsupervised machine learning algorithm for the segmentation of spatial data sets.

Language: Jupyter Notebook - Size: 65.4 MB - Last synced at: about 1 month ago - Pushed at: almost 4 years ago - Stars: 63 - Forks: 15

soroosh-rz/Bayesian-Methods-for-Machine-Learning

Bayesian Methods for Machine Learning

Language: Jupyter Notebook - Size: 82.3 MB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 63 - Forks: 34

n-kall/priorsense

priorsense: an R package for prior diagnostics and sensitivity

Language: R - Size: 9.77 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 60 - Forks: 9

TGDivy/MBTI-Personality-Classifier

A model which uses your social media posting predict your MBTI personality type.

Language: Jupyter Notebook - Size: 931 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 60 - Forks: 17

matheusportela/Multiagent-RL

Multiagent reinforcement learning simulation framework - Undergraduate thesis in Mechatronics Engineering at the University of Brasília

Language: Python - Size: 8.09 MB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 60 - Forks: 16

chritoth/active-bayesian-causal-inference

Active Bayesian Causal Inference (Neurips'22)

Language: Python - Size: 44.9 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 45 - Forks: 5

NumCosmo/NumCosmo

NumCosmo main code

Language: C - Size: 207 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 44 - Forks: 18

ranery/Bayesian-CycleGAN

[TNNLS] Bayesian Cycle-Consistent Generative Adversarial Networks via Marginalizing Latent Sampling

Language: Python - Size: 11.8 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 44 - Forks: 10

tpapp/LogDensityProblems.jl

A common framework for implementing and using log densities for inference.

Language: Julia - Size: 1.18 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 41 - Forks: 9

StochasticTree/stochtree

Stochastic tree ensembles (BART / XBART) for supervised learning and causal inference

Language: C++ - Size: 40.9 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 39 - Forks: 11

wpgp/wopr

An R package and Shiny application to provide API access to the WorldPop Open Population Repository (WOPR)

Language: HTML - Size: 17.8 MB - Last synced at: about 2 hours ago - Pushed at: about 1 month ago - Stars: 39 - Forks: 8

andreacasalino/Easy-Factor-Graph

General purpose C++ library for managing discrete factor graphs

Language: C++ - Size: 17.9 MB - Last synced at: 23 days ago - Pushed at: over 1 year ago - Stars: 36 - Forks: 4

OFAI/BayesianNonparametrics.jl

BayesianNonparametrics in julia

Language: Julia - Size: 284 KB - Last synced at: 28 days ago - Pushed at: over 6 years ago - Stars: 32 - Forks: 11

avehtari/rhat_ess

Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC

Language: HTML - Size: 70.4 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 31 - Forks: 5

SuperBruceJia/EEG-BayesianCNN

This is an EEG Signals Classification based on Bayesian Convolutional Neural Network (Bayesian CNNs) via Variational Inference.

Language: Python - Size: 204 KB - Last synced at: 20 days ago - Pushed at: over 4 years ago - Stars: 30 - Forks: 3

kieranrcampbell/ouija

Descriptive probabilistic marker gene approach to single-cell pseudotime inference

Language: R - Size: 9.05 MB - Last synced at: about 1 month ago - Pushed at: over 5 years ago - Stars: 28 - Forks: 3

timcdlucas/INLAutils

R package providing utilities for INLA

Language: R - Size: 7.47 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 25 - Forks: 11

stratisMarkou/sample-efficient-bayesian-rl

Source for the sample efficient tabular RL submission to the 2019 NIPS workshop on Biological and Artificial RL

Language: Jupyter Notebook - Size: 44.8 MB - Last synced at: 27 days ago - Pushed at: about 3 years ago - Stars: 25 - Forks: 15

rohinarora/EECE5644-Machine_Learning

Graduate course on Machine Learning

Language: Jupyter Notebook - Size: 268 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 25 - Forks: 7

mkurovski/multi_channel_bpr

Implementation of Bayesian Personalized Ranking (BPR) for Multiple Feedback Channels

Language: Python - Size: 37.1 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 25 - Forks: 4

aus10powell/Fuzzy-Dempster-Shafer

A fuzzy machine learning algorithm utilizing Dempster-Shafer and Bayesian Theory

Language: Python - Size: 223 KB - Last synced at: 24 days ago - Pushed at: over 1 year ago - Stars: 24 - Forks: 7

nfmcclure/DataScience350

Notes for Data Science 350 Class

Language: Jupyter Notebook - Size: 46.7 MB - Last synced at: 6 days ago - Pushed at: about 8 years ago - Stars: 24 - Forks: 25

trungnt13/odin-ai

Orgainzed Digital Intelligent Network (O.D.I.N)

Language: Python - Size: 7.02 MB - Last synced at: 25 days ago - Pushed at: over 2 years ago - Stars: 22 - Forks: 11

MauroCE/PythonBRMLtoolbox

Python 3.7 version of David Barber's MATLAB BRMLtoolbox

Language: Python - Size: 690 KB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 22 - Forks: 3

GPrathap/autonomous_mobile_robots

Language: Python - Size: 80.9 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 21 - Forks: 9

tpapp/MCMCDiagnostics.jl 📦

Markov Chain Monte Carlo convergence diagnostics in Julia

Language: Julia - Size: 28.3 KB - Last synced at: 1 day ago - Pushed at: over 2 years ago - Stars: 21 - Forks: 6

mazrk7/machine_learning_resources

Machine learning resources (Jupyter notebooks mostly). Originally code to complement the "EECE 5644: Introduction to Machine Learning and Pattern Recognition" course taught at Northeastern University.

Language: Jupyter Notebook - Size: 111 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 20 - Forks: 3

amirhakimnejad/Histogram-filter-for-robot-localization

A Python implementation of robot global localization in any 2-dimensional football field using histogram filter.

Language: Python - Size: 844 KB - Last synced at: about 1 month ago - Pushed at: almost 6 years ago - Stars: 20 - Forks: 3

epiverse-trace/serofoi

Estimates the Force-of-Infection of a given pathogen from population based sero-prevalence studies

Language: R - Size: 16.3 MB - Last synced at: 28 days ago - Pushed at: about 1 month ago - Stars: 19 - Forks: 4

tallamjr/barberbook

Solutions for David Barber's "Bayesian Reasoning and Machine Learning" Book

Language: MATLAB - Size: 5.82 MB - Last synced at: 5 days ago - Pushed at: over 3 years ago - Stars: 19 - Forks: 9

ExcelsiorCJH/Bayesian-with-Python

프로그래머를 위한 베이지안 with 파이썬

Language: Jupyter Notebook - Size: 27.7 MB - Last synced at: almost 2 years ago - Pushed at: almost 7 years ago - Stars: 19 - Forks: 10

DmitrySerg/DeepBayes

Bayesian methods in deep learning Summer School

Language: Jupyter Notebook - Size: 169 MB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 19 - Forks: 8

jgomezdans/BRDF_modelling

BRDF modelling using linear kernel models

Language: Jupyter Notebook - Size: 675 KB - Last synced at: 16 days ago - Pushed at: over 5 years ago - Stars: 18 - Forks: 7

dennishnf/indoor-location-using-naive-bayes

The scripts were intended to describe a Naive-Bayes-based approach to indoor location via WiFi signals.

Language: Python - Size: 79.1 KB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 17 - Forks: 2

ContextLab/CDL-tutorials

Repo containing useful tutorials on different topics, methods, software tools, and packages used by the CDL

Language: Jupyter Notebook - Size: 56.3 MB - Last synced at: about 1 month ago - Pushed at: about 5 years ago - Stars: 16 - Forks: 3

fulldecent/19-questions

A machine learning / bayesian inference engine assigning attributes to objects

Language: PHP - Size: 175 KB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 15 - Forks: 7

mikeroyal/Bayesian-Statistics-Guide

Bayesian Statistics Guide

Language: MATLAB - Size: 180 KB - Last synced at: 21 days ago - Pushed at: over 3 years ago - Stars: 15 - Forks: 4

alan-turing-institute/rPSMF

Code for Probabilistic Sequential Matrix Factorization

Language: Python - Size: 20.5 MB - Last synced at: 6 days ago - Pushed at: about 4 years ago - Stars: 15 - Forks: 5

olivierzach/bayesian-marketing-attribution

Marketing attribution using Bayesian credible sets and regression methods

Language: Python - Size: 267 KB - Last synced at: 3 months ago - Pushed at: almost 5 years ago - Stars: 15 - Forks: 4

Sardhendu/Data-Science-Projects

{PySpark, R, Python}: Several Data Science projects

Language: Jupyter Notebook - Size: 103 MB - Last synced at: 29 days ago - Pushed at: almost 7 years ago - Stars: 15 - Forks: 8

AdityaSavara/PEUQSE

Parameter estimation for complex physical problems often suffers from finding ‘solutions’ that are not physically realistic. The PEUQSE software provides tools for finding physically realistic parameter estimates, graphs of the parameter estimate positions within parameter space, and plots of the final simulation results.

Language: Python - Size: 720 MB - Last synced at: 23 days ago - Pushed at: about 2 months ago - Stars: 14 - Forks: 5