Ecosyste.ms: Repos

An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: bayesian-inference

AVoss84/bhad

A Python library for Bayesian Anomaly Detection

Language: Jupyter Notebook - Size: 3.91 MB - Last synced: 19 days ago - Pushed: 19 days ago - Stars: 10 - Forks: 1

Specufex/specufex

Probabilistic unsupervised feature extraction from seismic spectrograms for machine learning.

Language: Jupyter Notebook - Size: 430 MB - Last synced: 18 days ago - Pushed: 19 days ago - Stars: 14 - Forks: 5

gkukish/demand-forecasting

This Jupyter Notebook implements Bayesian modeling techniques to fit a posterior distribution and forecast demand for an e-commerce company.

Language: Jupyter Notebook - Size: 1.32 MB - Last synced: 19 days ago - Pushed: 19 days ago - Stars: 0 - Forks: 0

mirceamironenco/BayesianRecurrentNN

Implementation of Bayesian Recurrent Neural Networks by Fortunato et. al

Language: Python - Size: 11.7 KB - Last synced: 19 days ago - Pushed: over 5 years ago - Stars: 214 - Forks: 41

TuringLang/NestedSamplers.jl

Implementations of single and multi-ellipsoid nested sampling

Language: Julia - Size: 13.7 MB - Last synced: 19 days ago - Pushed: 19 days ago - Stars: 37 - Forks: 8

cscherrer/Soss.jl

Probabilistic programming via source rewriting

Language: Julia - Size: 5.81 MB - Last synced: 14 days ago - Pushed: 3 months ago - Stars: 410 - Forks: 30

NormAN-framework/base-model

First implementation of NormAN, an agent-based framework for normative argument exchange across networks.

Language: NetLogo - Size: 46.9 KB - Last synced: 20 days ago - Pushed: 20 days ago - Stars: 1 - Forks: 1

UCL/calibr

Parallelized Bayesian calibration of simulations using Gaussian process emulation

Language: Python - Size: 651 KB - Last synced: 20 days ago - Pushed: 21 days ago - Stars: 1 - Forks: 0

bsvars/bsvars

Bayesian Estimation of Structural Vector Autoregressive Models

Language: R - Size: 27.2 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 21 - Forks: 4

ma921/SOBER

Fast Bayesian optimization, quadrature, inference over arbitrary domain with GPU parallel acceleration

Language: Jupyter Notebook - Size: 33.1 MB - Last synced: 21 days ago - Pushed: 21 days ago - Stars: 17 - Forks: 2

Spinkoo/Simulink-based-inference

This repo contains examples of how to use Simulink simulation to perform simulation-based inference calculations in Python

Language: Jupyter Notebook - Size: 306 KB - Last synced: 21 days ago - Pushed: 21 days ago - Stars: 2 - Forks: 0

tpapp/TransformVariables.jl

Transformations to contrained variables from ℝⁿ.

Language: Julia - Size: 1.18 MB - Last synced: 8 days ago - Pushed: 5 months ago - Stars: 65 - Forks: 14

tpapp/LogDensityProblems.jl

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

Language: Julia - Size: 737 KB - Last synced: 3 days ago - Pushed: 10 months ago - Stars: 39 - Forks: 9

christophmark/bayesloop

Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.

Language: Python - Size: 11.1 MB - Last synced: 18 days ago - Pushed: 28 days ago - Stars: 136 - Forks: 26

HVL-ML/ADA511 Fork of pglpm/ADA511

Material for course ADA511 at HVL

Language: TeX - Size: 227 MB - Last synced: 21 days ago - Pushed: 21 days ago - Stars: 0 - Forks: 0

pglpm/ADA511

Material for course ADA511 at HVL

Language: TeX - Size: 227 MB - Last synced: 21 days ago - Pushed: 21 days ago - Stars: 3 - Forks: 3

ctallec/pyvarinf

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

Language: Python - Size: 47.9 KB - Last synced: 18 days ago - Pushed: over 4 years ago - Stars: 355 - Forks: 50

Juillermo/ABC

The ABC model provides a Bayesian framework to infer multimorbidity associations between health conditions from Electronic Health Records.

Language: Jupyter Notebook - Size: 12.4 MB - Last synced: 22 days ago - Pushed: 22 days ago - Stars: 1 - Forks: 0

TuringLang/Bijectors.jl

Implementation of normalising flows and constrained random variable transformations

Language: Julia - Size: 689 KB - Last synced: 28 days ago - Pushed: 28 days ago - Stars: 183 - Forks: 31

danhey/maelstrom

Forward modelling of pulsating stars in binaries

Language: Jupyter Notebook - Size: 224 MB - Last synced: about 9 hours ago - Pushed: almost 4 years ago - Stars: 7 - Forks: 1

jdhuang-csm/hybrid-drt

Probabilistic electrochemical analysis with the distribution of relaxation times (DRT)

Language: Jupyter Notebook - Size: 16.9 MB - Last synced: 22 days ago - Pushed: 22 days ago - Stars: 6 - Forks: 2

ngiann/GaussianVariationalInference.jl

Approximate variational inference in Julia

Language: Julia - Size: 873 KB - Last synced: 9 days ago - Pushed: 10 months ago - Stars: 4 - Forks: 0

minaskar/zeus

⚡️ zeus: Lightning Fast MCMC ⚡️

Language: Python - Size: 197 MB - Last synced: 3 days ago - Pushed: 3 months ago - Stars: 218 - Forks: 33

nerdimite/simple-bayesian-neural-net

A Simple Bayesian Neural Network using Pyro

Language: Jupyter Notebook - Size: 85.9 KB - Last synced: 22 days ago - Pushed: over 3 years ago - Stars: 0 - Forks: 1

polarbeargo/CarND-Kidnapped-Vehicle-Project Fork of udacity/CarND-Kidnapped-Vehicle-Project

Udacity Self-Driving Car Nanodegree - Kipnapped Vehicle project

Language: C++ - Size: 427 KB - Last synced: 22 days ago - Pushed: over 6 years ago - Stars: 1 - Forks: 0

flyaflya/causact

causact: R package to accelerate computational Bayesian inference workflows in R through interactive visualization of models and their output.

Language: R - Size: 12.8 MB - Last synced: 19 days ago - Pushed: 22 days ago - Stars: 42 - Forks: 12

handley-lab/anesthetic

Nested Sampling post-processing and plotting

Language: Python - Size: 8.36 MB - Last synced: 22 days ago - Pushed: 23 days ago - Stars: 54 - Forks: 15

mauricelanghinrichs/ABCdeZ.jl

Approximate Bayesian Computation (ABC) with differential evolution (de) moves and model evidence (Z) estimates.

Language: Julia - Size: 695 KB - Last synced: 8 days ago - Pushed: 12 months ago - Stars: 9 - Forks: 1

mancusolab/sushie

Software to perform multi-ancestry SNP fine-mapping on molecular data

Language: Python - Size: 922 KB - Last synced: 23 days ago - Pushed: 23 days ago - Stars: 13 - Forks: 2

usnistgov/optbayesexpt

Optimal Bayesian Experiment Design

Language: Python - Size: 32 MB - Last synced: 23 days ago - Pushed: 23 days ago - Stars: 31 - Forks: 10

TommasoRonconi/galapy

Spectral modelling tool for galaxies in python

Language: Python - Size: 198 MB - Last synced: 23 days ago - Pushed: 23 days ago - Stars: 5 - Forks: 1

dpohanlon/Glasnost

Bayesian and maximum likelihood fits

Language: Python - Size: 112 KB - Last synced: 23 days ago - Pushed: about 3 years ago - Stars: 0 - Forks: 0

wbrickner/bayesian-random-writer

Build a statistical profile of a body of text, then generate novel text from that profile. Just playing around, not meant for production use.

Language: JavaScript - Size: 3.05 MB - Last synced: 23 days ago - Pushed: about 5 years ago - Stars: 3 - Forks: 0

mason-larobina/classi-cine

A filename based interactive video tagging tool.

Language: Rust - Size: 763 KB - Last synced: 23 days ago - Pushed: 3 months ago - Stars: 1 - Forks: 0

drseb/boqa

Bayesian ontology querying from Bauer et al.

Language: Java - Size: 202 KB - Last synced: 23 days ago - Pushed: over 5 years ago - Stars: 5 - Forks: 6

Shyamdeokr/Bayesian_CO_oxidation

Bayesian correction to DFT energetics for CO oxidation microkinetics

Language: Python - Size: 4.21 MB - Last synced: 23 days ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

Altron01/Bayesian-Network-Engine

A bayesian network engine built as final project for the "Tópicos para ciencias de la computación" machine learning course on 2018 at UPC

Language: C++ - Size: 66 MB - Last synced: 23 days ago - Pushed: over 3 years ago - Stars: 0 - Forks: 0

aletgn/b-fade

B-FADE: Bayesian FAtigue moDel Estimator

Language: Python - Size: 4.54 MB - Last synced: 19 days ago - Pushed: 24 days ago - Stars: 0 - Forks: 0

GStechschulte/Bayesian_Returns

Using Bayesian inference to incorporate a forward looking prior to compute the uncertainty of equity returns and volatility.

Language: Jupyter Notebook - Size: 1.06 MB - Last synced: 24 days ago - Pushed: almost 3 years ago - Stars: 0 - Forks: 0

ropensci/dynamite

Bayesian Inference of Complex Panel Data

Language: R - Size: 192 MB - Last synced: 29 days ago - Pushed: 29 days ago - Stars: 21 - Forks: 1

arviz-devs/PosteriorStats.jl

Statistical analyses for Bayesian workflows

Language: Julia - Size: 415 KB - Last synced: 25 days ago - Pushed: 2 months ago - Stars: 4 - Forks: 0

daeh/emotionreasoning-cogsci22

Emotion Reasoning. Models, analyses and data for the 2022 CogSci paper, "Reasoning about the antecedents of emotions: Bayesian causal inference over an intuitive theory of mind"

Language: HTML - Size: 4.14 MB - Last synced: 24 days ago - Pushed: 24 days ago - Stars: 6 - Forks: 1

beekill95/numpyro-doing-bayesian

My implementation of John K. Kruschke's Doing Bayesian Data Analysis 2nd edition using Python and Numpyro.

Language: Python - Size: 190 MB - Last synced: 24 days ago - Pushed: 24 days ago - Stars: 6 - Forks: 1

wataruhashimoto52/bayesian-deep-learning

Inference Algorithms for Bayesian Deep Learning

Language: Python - Size: 68.4 KB - Last synced: 24 days ago - Pushed: over 1 year ago - Stars: 2 - Forks: 0

wataruhashimoto52/pytorch_examples

PyTorch & Pyro Examples for Natural Language Processing and Bayesian Inference.

Language: Python - Size: 2.93 KB - Last synced: 24 days ago - Pushed: almost 6 years ago - Stars: 0 - Forks: 0

wataruhashimoto52/bayesian-inference-cpp

Bayesian Machine Learning

Language: C++ - Size: 8.79 KB - Last synced: 24 days ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

wataruhashimoto52/Edward-models

Deep Bayesian Modelling using Edward & Tensorflow

Language: Jupyter Notebook - Size: 565 KB - Last synced: 24 days ago - Pushed: over 6 years ago - Stars: 1 - Forks: 0

bat/MGVI.jl

Metric Gaussian Variational Inference

Language: Julia - Size: 39.2 MB - Last synced: 24 days ago - Pushed: 24 days ago - Stars: 7 - Forks: 2

bat/BAT.jl

A Bayesian Analysis Toolkit in Julia

Language: Julia - Size: 136 MB - Last synced: 23 days ago - Pushed: 24 days ago - Stars: 193 - Forks: 31

brendanhasz/probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

Language: Python - Size: 3.23 MB - Last synced: 14 days ago - Pushed: almost 2 years ago - Stars: 165 - Forks: 17

GeorgeEfstathiadis/Stochastic-Epidemic-Modelling

Stochastic Epidemic Modelling algorithms

Language: Python - Size: 65.4 KB - Last synced: 25 days ago - Pushed: about 2 years ago - Stars: 0 - Forks: 0

gerberlab/mitre

The Microbiome Interpretable Temporal Rule Engine

Language: Python - Size: 52.7 MB - Last synced: 25 days ago - Pushed: almost 3 years ago - Stars: 45 - Forks: 4

ssoudan/bayesian-regression-101

Tutorial on Bayesian regression

Language: Jupyter Notebook - Size: 579 KB - Last synced: 25 days ago - Pushed: 25 days ago - Stars: 0 - Forks: 0

ORE-DiaPFC/Abondance

Mise à jour et standardisation des séries chronologiques d'abondance du saumon atlantique sur les cours d'eau de l'ORE DiaPFC

Language: HTML - Size: 98.5 MB - Last synced: 25 days ago - Pushed: 25 days ago - Stars: 2 - Forks: 0

enweg/BayesFlux.jl

Bayesian addition to Flux.jl

Language: Julia - Size: 659 KB - Last synced: 6 days ago - Pushed: 5 months ago - Stars: 6 - Forks: 1

acerbilab/pyvbmc

PyVBMC: Variational Bayesian Monte Carlo algorithm for posterior and model inference in Python

Language: Python - Size: 99.5 MB - Last synced: 19 days ago - Pushed: 3 months ago - Stars: 107 - Forks: 4

NICTA/revrand

A library of scalable Bayesian generalised linear models with fancy features

Language: Python - Size: 82.9 MB - Last synced: 26 days ago - Pushed: over 6 years ago - Stars: 58 - Forks: 14

nimble-dev/nimble

The base NIMBLE package for R

Language: C++ - Size: 65 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 146 - Forks: 21

mschauer/Bridge.jl

A statistical toolbox for diffusion processes and stochastic differential equations. Named after the Brownian Bridge.

Language: Jupyter Notebook - Size: 10.2 MB - Last synced: 8 days ago - Pushed: over 2 years ago - Stars: 109 - Forks: 19

wmkouw/CCTA2024-BIDconvection

Experiments for CCTA 2024 submission on fast Bayesian gray-box identification of convection in heat transfer dynamics.

Language: Jupyter Notebook - Size: 46.1 MB - Last synced: 27 days ago - Pushed: 27 days ago - Stars: 0 - Forks: 0

dm13450/dirichletprocess

Build dirichletprocess objects for data analysis

Language: R - Size: 10.1 MB - Last synced: 14 days ago - Pushed: 9 months ago - Stars: 57 - Forks: 14

LaloLozas16041/BayesianStatistics

Aquí encontrarás materiales didácticos, ejercicios, conjuntos de datos y recursos para profundizar en el análisis bayesiano. Este curso está dirigido a estudiantes interesados en métodos estadísticos avanzados, análisis de datos y programación estadística.

Language: Jupyter Notebook - Size: 3.8 MB - Last synced: 27 days ago - Pushed: 27 days ago - Stars: 7 - Forks: 0

carlosgorlongaiatto/LabLOCP_B_Project

Time-scale correction for d18O data using Bayesian inference.

Language: Jupyter Notebook - Size: 17.7 MB - Last synced: 27 days ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 3

mihaighidoveanu/ai-school

Various projects and examples for Artificial Intelligence. From Probabilistic Programming to Neural Networks.

Language: Jupyter Notebook - Size: 69.3 MB - Last synced: 27 days ago - Pushed: about 5 years ago - Stars: 0 - Forks: 1

Mfundo-debug/MiningOperation

Mining Plantation dataset, Data Cleaning and EDA, and modelling

Language: Jupyter Notebook - Size: 523 KB - Last synced: 27 days ago - Pushed: 8 months ago - Stars: 0 - Forks: 0

OpenThermochronology/Thermochron.jl

Open-source time-Temperature inversion of thermochronometric data

Language: Julia - Size: 417 KB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 6 - Forks: 0

knottwill/Bayesian-NUTS

Bayesian inference using the No-U-Turn sampler.

Language: Python - Size: 1.87 MB - Last synced: 28 days ago - Pushed: 28 days ago - Stars: 0 - Forks: 0

Teichlab/Genes2Genes

Aligning gene expression trajectories of single-cell reference and query systems

Language: Jupyter Notebook - Size: 31.3 MB - Last synced: 11 days ago - Pushed: 28 days ago - Stars: 17 - Forks: 3

malmgrek/gammy

:octopus: Generalized additive models in Python with a Bayesian twist

Language: Python - Size: 6.78 MB - Last synced: 28 days ago - Pushed: 29 days ago - Stars: 75 - Forks: 4

englianhu/report

🚄东方快车,🚄一带一路。分析财务产品盈亏报告、购物篮分析

Language: R - Size: 1.41 GB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 3 - Forks: 1

lmelvix/bayesian-changepoint-outage-detect

Bayesian change point algorithm to detect anomalies in Global Internet Usage

Language: Python - Size: 7.81 KB - Last synced: 29 days ago - Pushed: about 7 years ago - Stars: 0 - Forks: 0

Ninaiskov/ConnDiff-MSBM

Code for paper: Discovering Prominent Differences in Structural and Functional Connectomes Using a Multinomial Stochastic Block Model

Language: Jupyter Notebook - Size: 60.6 MB - Last synced: 29 days ago - Pushed: 30 days ago - Stars: 0 - Forks: 0

elizavetasemenova/BayesianInferencePythonIntro

An introduction to Bayesian inference with Python using PyStan and PyMC3

Language: Jupyter Notebook - Size: 1.23 MB - Last synced: 29 days ago - Pushed: over 4 years ago - Stars: 1 - Forks: 2

avehtari/BDA_py_demos

Bayesian Data Analysis demos for Python

Language: Jupyter Notebook - Size: 12.2 MB - Last synced: 29 days ago - Pushed: 8 months ago - Stars: 970 - Forks: 296

larslorch/dibs

DiBS: Differentiable Bayesian Structure Learning, NeurIPS 2021

Language: Python - Size: 13 MB - Last synced: 14 days ago - Pushed: 3 months ago - Stars: 43 - Forks: 10

cdslaborg/paramonte

ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.

Language: Fortran - Size: 47.7 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 236 - Forks: 30

pymc-devs/pymc

Bayesian Modeling and Probabilistic Programming in Python

Language: Python - Size: 508 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 8,135 - Forks: 1,921

paulnorthrop/rust

Ratio-of-Uniforms Simulation with Transformation.

Language: R - Size: 48.6 MB - Last synced: 30 days ago - Pushed: 2 months ago - Stars: 0 - Forks: 1

tlienart/thox

[done] phd thesis @ oxford stats

Language: TeX - Size: 3.26 MB - Last synced: 30 days ago - Pushed: over 5 years ago - Stars: 0 - Forks: 0

tlienart/SMC.jl

Sequential Monte Carlo methods in Julia (experimental)

Language: Julia - Size: 38.1 KB - Last synced: 30 days ago - Pushed: almost 7 years ago - Stars: 4 - Forks: 1

tlienart/EPBP 📦

Expectation Particle Belief Propagation code

Language: Julia - Size: 744 KB - Last synced: 30 days ago - Pushed: over 5 years ago - Stars: 11 - Forks: 2

biaslab/RxAgent-Zoo

Archive of active inference agents based on reactive message passing.

Language: Jupyter Notebook - Size: 1 MB - Last synced: 30 days ago - Pushed: about 1 year ago - Stars: 4 - Forks: 0

yoavram-lab/chuong_et_al

Repo for: Chuong et al. (2024) DNA replication errors are a major source of adaptive gene amplification

Language: Jupyter Notebook - Size: 64.7 MB - Last synced: 29 days ago - Pushed: 30 days ago - Stars: 0 - Forks: 0

dflemin3/approxposterior

A Python package for approximate Bayesian inference and optimization using Gaussian processes

Language: Python - Size: 50.1 MB - Last synced: 5 days ago - Pushed: 6 months ago - Stars: 40 - Forks: 9

pymc-devs/pytensor

PyTensor allows you to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays.

Language: Python - Size: 82.5 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 240 - Forks: 74

gpstuff-dev/gpstuff

GPstuff - Gaussian process models for Bayesian analysis

Language: MATLAB - Size: 67.2 MB - Last synced: 12 days ago - Pushed: over 1 year ago - Stars: 165 - Forks: 59

mjvakili/gambly

Searching for galaxy-assembly bias in the SDSS data

Language: Python - Size: 3.63 MB - Last synced: about 1 month ago - Pushed: about 4 years ago - Stars: 2 - Forks: 0

mjvakili/ccppabc

Approximate Bayesian Computation

Language: Jupyter Notebook - Size: 52.8 MB - Last synced: about 1 month ago - Pushed: about 7 years ago - Stars: 1 - Forks: 1

fehiepsi/rethinking-pyro

Statistical Rethinking with PyTorch and Pyro

Language: Jupyter Notebook - Size: 63.8 MB - Last synced: 16 days ago - Pushed: over 4 years ago - Stars: 159 - Forks: 35

iamzehan/think_bayes

A personal endeavor towards Bayesian Statistics

Language: Jupyter Notebook - Size: 1.7 MB - Last synced: about 1 month ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 0

JohannesBuchner/ultranest-js

Nested Sampling for Javascript applications

Language: JavaScript - Size: 227 KB - Last synced: about 1 month ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

laurentperrinet/bayesianchangepoint Fork of JackKelly/bayesianchangepoint

An implementation of Adams & MacKay 2007 "Bayesian Online Changepoint Detection" for a binomial input

Language: Jupyter Notebook - Size: 126 MB - Last synced: about 1 month ago - Pushed: over 3 years ago - Stars: 3 - Forks: 1

amzn/MXFusion

Modular Probabilistic Programming on MXNet

Language: Python - Size: 6.98 MB - Last synced: 20 days ago - Pushed: about 1 year ago - Stars: 102 - Forks: 31

newton-c/Can-UN-Peacekeeping-Improve-Health-Outcomes-Long-After-the-Shooting-Stops-

Can peacekeeping improve health outcomes? Looking at violence reduction and health infrastructure contributions as mechanisms for UNPKOs to improve healthy life expectancy.

Language: R - Size: 39.6 MB - Last synced: about 1 month ago - Pushed: almost 3 years ago - Stars: 0 - Forks: 0

elfi-dev/elfi

ELFI - Engine for Likelihood-Free Inference

Language: Python - Size: 2.15 MB - Last synced: 27 days ago - Pushed: about 1 month ago - Stars: 262 - Forks: 60

cesmix-mit/PotentialLearning.jl

An open source Julia library for active learning of interatomic potentials in atomistic simulations of materials. It incorporates elements of bayesian inference, machine learning, differentiable programming, software composability, and high-performance computing.

Language: Julia - Size: 37.7 MB - Last synced: about 3 hours ago - Pushed: 1 day ago - Stars: 18 - Forks: 9

CobayaSampler/cobaya

Code for Bayesian Analysis

Language: Python - Size: 7.6 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 113 - Forks: 114

pymc-devs/pymc-resources

PyMC educational resources

Language: Jupyter Notebook - Size: 437 MB - Last synced: about 1 month ago - Pushed: 4 months ago - Stars: 1,878 - Forks: 735

laura-dangelo/bpr

R package 'bpr' to perform posterior inference for Bayesian Poisson regression

Language: R - Size: 435 KB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 0 - Forks: 0

google-deepmind/PGMax

Loopy belief propagation for factor graphs on discrete variables in JAX

Language: Python - Size: 2.1 MB - Last synced: 6 days ago - Pushed: 6 months ago - Stars: 120 - Forks: 11

Related Keywords
bayesian-inference 1,563 machine-learning 260 python 192 bayesian-statistics 187 mcmc 169 statistics 149 bayesian 138 r 117 probabilistic-programming 101 variational-inference 98 deep-learning 93 stan 84 gaussian-processes 75 bayesian-methods 70 data-science 59 markov-chain-monte-carlo 56 julia 54 pytorch 52 bayesian-data-analysis 48 bayesian-network 47 pymc3 47 bayesian-neural-networks 41 r-package 37 artificial-intelligence 33 inference 33 bayesian-optimization 32 tensorflow 31 mcmc-sampler 30 time-series 30 bayes 30 bayesian-networks 29 nested-sampling 28 hierarchical-models 27 data-analysis 27 neural-networks 26 gibbs-sampling 26 uncertainty-quantification 26 causal-inference 26 astronomy 25 probabilistic-models 24 matlab 24 reinforcement-learning 24 jags 24 probabilistic-graphical-models 23 julia-language 22 jax 22 covid-19 21 bayesian-deep-learning 21 neural-network 21 rstats 21 modeling 21 metropolis-hastings 20 machine-learning-algorithms 20 statistical-analysis 20 particle-filter 20 regression 20 parameter-estimation 20 probability 18 uncertainty 18 jupyter-notebook 18 sequential-monte-carlo 18 sampling-methods 18 monte-carlo 18 natural-language-processing 17 variational-bayes 17 astrophysics 17 statistical-models 16 rstan 16 hamiltonian-monte-carlo 16 statistical-inference 16 gravitational-waves 16 brms 15 graphical-models 15 inverse-problems 15 pymc 15 sampling 14 linear-regression 14 python3 14 ai 13 model-selection 13 markov-chain 13 optimization 13 clustering 13 deep-neural-networks 13 multilevel-models 13 pyro 13 numpy 13 logistic-regression 12 cpp 12 variational-autoencoder 12 phylogenetics 12 cosmology 12 computer-vision 12 classification 12 time-series-analysis 12 gaussian-mixture-models 11 calibration 11 bioinformatics 11 visualization 11 tutorial 11