Ecosyste.ms: Repos

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

GitHub topics: bayesian-inference

hvasbath/beat

Bayesian Earthquake Analysis Tool

Language: Python - Size: 46.6 MB - Last synced: 2 days ago - Pushed: 2 days ago - Stars: 126 - Forks: 42

GeoscienceAustralia/HiQGA.jl

High Quality Geophysical Analysis provides a general purpose Bayesian and deterministic inversion framework for various geophysical methods and spatially distributed / timeseries data

Language: Julia - Size: 62.1 MB - Last synced: 2 days ago - Pushed: 2 days ago - Stars: 33 - Forks: 5

sbi-dev/sbi

Simulation-based inference toolkit

Language: Python - Size: 71.6 MB - Last synced: 2 days ago - Pushed: 3 days ago - Stars: 523 - Forks: 126

liesel-devs/liesel-ptm

Penalized Transformation Models in Liesel

Language: Python - Size: 8.4 MB - Last synced: about 5 hours ago - Pushed: 1 day ago - Stars: 1 - Forks: 0

Eawag-SIAM/SimulatedAnnealingABC.jl

Approximate Bayesian Computation algorithm based on simulated annealing

Language: Julia - Size: 1 MB - Last synced: about 6 hours ago - Pushed: 2 days ago - Stars: 0 - Forks: 0

pyro-ppl/numpyro

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

Language: Python - Size: 51.6 MB - Last synced: about 2 hours ago - Pushed: 1 day ago - Stars: 2,046 - Forks: 219

jpritikin/pcFactorStan

Stan Models for the Paired Comparison Factor Model

Language: R - Size: 243 KB - Last synced: about 9 hours ago - Pushed: 8 months ago - Stars: 2 - Forks: 1

mrtkp9993/Bayesian-Inference

Bayesci çıkarıma giriş.

Language: Jupyter Notebook - Size: 310 KB - Last synced: about 10 hours ago - Pushed: over 3 years ago - Stars: 1 - Forks: 0

bambinos/bambi

BAyesian Model-Building Interface (Bambi) in Python.

Language: Python - Size: 523 MB - Last synced: 5 days ago - Pushed: 5 days ago - Stars: 1,012 - Forks: 116

jwatowatson/PLATCOV-SAP

Statistical analysis of the PLATCOV trial

Language: R - Size: 125 MB - Last synced: 2 days ago - Pushed: 2 days ago - Stars: 0 - Forks: 0

robinthibaut/skbel

SKBEL - Bayesian Evidential Learning framework built on top of scikit-learn.

Language: Python - Size: 118 MB - Last synced: about 12 hours ago - Pushed: 2 months ago - Stars: 20 - Forks: 3

ocramz/bayesian-inference

Language: Haskell - Size: 113 KB - Last synced: about 15 hours ago - Pushed: over 4 years ago - Stars: 7 - Forks: 1

janosh/awesome-normalizing-flows

Awesome resources on normalizing flows.

Language: Python - Size: 145 KB - Last synced: about 14 hours ago - Pushed: 20 days ago - Stars: 1,302 - Forks: 116

google/bayesnf

Bayesian Neural Field models for prediction in large-scale spatiotemporal datasets

Language: Python - Size: 14.2 MB - Last synced: about 2 hours ago - Pushed: about 21 hours ago - Stars: 17 - Forks: 3

astro-informatics/harmonic

Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection

Language: Python - Size: 10.9 MB - Last synced: about 7 hours ago - Pushed: about 22 hours ago - Stars: 37 - Forks: 5

ericmjl/bayesian-stats-talk

Doing Bayesian statistics in Python!

Language: Jupyter Notebook - Size: 23.6 MB - Last synced: 1 day ago - Pushed: about 6 years ago - Stars: 65 - Forks: 34

InPhyT/Quantitative_Single_Neuron_Modeling_Competition_2007

Data for the Quantitative Single-Neuron Modeling Competition (2007).

Language: MATLAB - Size: 27.1 MB - Last synced: 1 day ago - Pushed: 11 months ago - Stars: 0 - Forks: 0

GiorgiaAuroraAdorni/bn-based-learning-networks-with-noisy-gates

Language: Java - Size: 8.09 MB - Last synced: about 6 hours ago - Pushed: 1 day ago - Stars: 0 - Forks: 0

gwnrtools/gwnrtools

Research tools for intermingling gravitational-wave data analysis with numerical relativity

Language: Jupyter Notebook - Size: 44.6 MB - Last synced: about 7 hours ago - Pushed: 1 day ago - Stars: 6 - Forks: 4

IndrajeetPatil/statsExpressions

Tidy data frames and expressions with statistical summaries 📜

Language: R - Size: 36.3 MB - Last synced: 1 day ago - Pushed: 1 day ago - Stars: 307 - Forks: 19

ericmjl/bayesian-analysis-recipes

A collection of Bayesian data analysis recipes using PyMC3

Language: Jupyter Notebook - Size: 126 MB - Last synced: 1 day ago - Pushed: 7 months ago - Stars: 552 - Forks: 110

BaRatin-tools/BaRatinAGE

BaRatin Advanced Graphical Environment

Language: Java - Size: 39 MB - Last synced: 1 day ago - Pushed: 1 day ago - Stars: 2 - Forks: 0

florale/multilevelcoda

multilevelcoda R package for Bayesian compositional multilevel modelling

Language: R - Size: 227 MB - Last synced: 1 day ago - Pushed: 1 day ago - Stars: 11 - Forks: 2

erdogant/bnlearn

Python library for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.

Language: Jupyter Notebook - Size: 28.1 MB - Last synced: about 20 hours ago - Pushed: 19 days ago - Stars: 445 - Forks: 44

google/neural-tangents

Fast and Easy Infinite Neural Networks in Python

Language: Jupyter Notebook - Size: 10.4 MB - Last synced: about 2 hours ago - Pushed: 2 months ago - Stars: 2,225 - Forks: 226

FertigLab/CoGAPS

Bayesian MCMC matrix factorization algorithm

Language: C++ - Size: 250 MB - Last synced: 1 day ago - Pushed: 2 days ago - Stars: 52 - Forks: 16

awslabs/fortuna

A Library for Uncertainty Quantification.

Language: Python - Size: 4.35 MB - Last synced: about 22 hours ago - Pushed: 14 days ago - Stars: 853 - Forks: 45

TuringLang/Turing.jl

Bayesian inference with probabilistic programming.

Language: Julia - Size: 32.5 MB - Last synced: 1 day ago - Pushed: 2 days ago - Stars: 1,967 - Forks: 213

JuBiotech/calibr8

Toolbox for non-linear calibration modeling.

Language: Jupyter Notebook - Size: 8.54 MB - Last synced: 2 days ago - Pushed: 2 days ago - Stars: 23 - Forks: 1

mckinsey/causalnex

A Python library that helps data scientists to infer causation rather than observing correlation.

Language: Python - Size: 22.8 MB - Last synced: about 7 hours ago - Pushed: 14 days ago - Stars: 2,147 - Forks: 249

paul-buerkner/brms

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

Language: R - Size: 257 MB - Last synced: about 11 hours ago - Pushed: 2 days ago - Stars: 1,231 - Forks: 176

exoplanet-dev/exoplanet

Fast & scalable MCMC for all your exoplanet needs!

Language: Python - Size: 14.8 MB - Last synced: 16 days ago - Pushed: 16 days ago - Stars: 200 - Forks: 54

pyro-ppl/pyro

Deep universal probabilistic programming with Python and PyTorch

Language: Python - Size: 91.7 MB - Last synced: 1 day ago - Pushed: 9 days ago - Stars: 8,366 - Forks: 984

sphinxteam/tramp

Tree Approximate Message Passing

Language: Python - Size: 11.6 MB - Last synced: 3 days ago - Pushed: 3 days ago - Stars: 28 - Forks: 6

AVoss84/bhad

A Python library for Bayesian Anomaly Detection

Language: Jupyter Notebook - Size: 3.91 MB - Last synced: 4 days ago - Pushed: 4 days ago - Stars: 10 - Forks: 1

slimgroup/InvertibleNetworks.jl

A Julia framework for invertible neural networks

Language: Julia - Size: 2.06 MB - Last synced: about 9 hours ago - Pushed: 15 days ago - Stars: 143 - Forks: 19

Specufex/specufex

Probabilistic unsupervised feature extraction from seismic spectrograms for machine learning.

Language: Jupyter Notebook - Size: 430 MB - Last synced: 3 days ago - Pushed: 4 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: 4 days ago - Pushed: 4 days ago - Stars: 0 - Forks: 0

bobkatla/PopSyn_Monash

Population Synthesis in transport modeling

Language: Jupyter Notebook - Size: 88.6 MB - Last synced: 4 days ago - Pushed: 4 days ago - Stars: 1 - Forks: 0

mirceamironenco/BayesianRecurrentNN

Implementation of Bayesian Recurrent Neural Networks by Fortunato et. al

Language: Python - Size: 11.7 KB - Last synced: 5 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: 5 days ago - Pushed: 5 days ago - Stars: 37 - Forks: 8

cscherrer/Soss.jl

Probabilistic programming via source rewriting

Language: Julia - Size: 5.81 MB - Last synced: about 13 hours ago - Pushed: 2 months ago - Stars: 410 - Forks: 30

jennalandy/bayesNMF

R package implementing Bayesian NMF using various models and prior structures.

Language: R - Size: 113 MB - Last synced: 5 days ago - Pushed: 5 days ago - Stars: 1 - Forks: 1

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: 5 days ago - Pushed: 5 days ago - Stars: 1 - Forks: 1

soldasim/BOSS.jl

BOSS (Bayesian Optimization with Semiparametric Surrogate)

Language: Julia - Size: 1.44 MB - Last synced: 6 days ago - Pushed: 6 days ago - Stars: 1 - Forks: 1

Julia-Tempering/Pigeons.jl

Distributed and parallel sampling from intractable distributions

Language: Julia - Size: 92.4 MB - Last synced: 1 day ago - Pushed: 1 day ago - Stars: 71 - Forks: 9

UCL/calibr

Parallelized Bayesian calibration of simulations using Gaussian process emulation

Language: Python - Size: 651 KB - Last synced: 5 days ago - Pushed: 6 days ago - Stars: 1 - Forks: 0

TuringLang/TuringGLM.jl

Bayesian Generalized Linear models using `@formula` syntax.

Language: Julia - Size: 73.5 MB - Last synced: about 11 hours ago - Pushed: 6 days ago - Stars: 61 - Forks: 7

CWWhitney/Decision_Analysis_Course

🎓 Uni-Bonn Decision Analysis graduate course, lectures and materials

Language: HTML - Size: 316 MB - Last synced: 6 days ago - Pushed: 6 days ago - Stars: 25 - Forks: 5

pacargile/ThePayne

Artificial Neural-Net compression and fitting of synthetic spectral grids.

Language: Python - Size: 22.1 MB - Last synced: 6 days ago - Pushed: 6 days ago - Stars: 19 - Forks: 3

bsvars/bsvars

Bayesian Estimation of Structural Vector Autoregressive Models

Language: R - Size: 27.2 MB - Last synced: 23 days ago - Pushed: 25 days 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: 6 days ago - Pushed: 6 days ago - Stars: 17 - Forks: 2

stecrotti/MatrixProductBP.jl

Matrix Product Belief Propagation

Language: Julia - Size: 77.6 MB - Last synced: about 6 hours ago - Pushed: 2 days ago - Stars: 3 - Forks: 3

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: 6 days ago - Pushed: 6 days ago - Stars: 2 - Forks: 0

stefanradev93/BayesFlow

A Python library for amortized Bayesian workflows using generative neural networks.

Language: Python - Size: 192 MB - Last synced: about 11 hours ago - Pushed: about 23 hours ago - Stars: 252 - Forks: 42

christophmark/bayesloop

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

Language: Python - Size: 11.1 MB - Last synced: 3 days ago - Pushed: 13 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: 6 days ago - Pushed: 6 days ago - Stars: 0 - Forks: 0

pglpm/ADA511

Material for course ADA511 at HVL

Language: TeX - Size: 227 MB - Last synced: 6 days ago - Pushed: 6 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: 3 days ago - Pushed: over 4 years ago - Stars: 355 - Forks: 50

Wytamma/beastiary

Real time and remote MCMC trace monitoring with BEASTIARY.

Language: Vue - Size: 54.2 MB - Last synced: 6 days ago - Pushed: 7 days ago - Stars: 16 - Forks: 2

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: 7 days ago - Pushed: 7 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: 13 days ago - Pushed: 13 days ago - Stars: 183 - Forks: 31

jdhuang-csm/hybrid-drt

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

Language: Jupyter Notebook - Size: 16.9 MB - Last synced: 7 days ago - Pushed: 7 days ago - Stars: 6 - Forks: 2

ngiann/GaussianVariationalInference.jl

Approximate variational inference in Julia

Language: Julia - Size: 873 KB - Last synced: 5 days ago - Pushed: 9 months ago - Stars: 4 - Forks: 0

GrainLearning/grainLearning

A Bayesian uncertainty quantification toolbox for discrete and continuum numerical models of granular materials, developed by various projects of the University of Twente (NL), the Netherlands eScience Center (NL), University of Newcastle (AU), and Hiroshima University (JP).

Language: Jupyter Notebook - Size: 135 MB - Last synced: 7 days ago - Pushed: 7 days ago - Stars: 6 - Forks: 1

nerdimite/simple-bayesian-neural-net

A Simple Bayesian Neural Network using Pyro

Language: Jupyter Notebook - Size: 85.9 KB - Last synced: 8 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: 8 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: 5 days ago - Pushed: 8 days ago - Stars: 42 - Forks: 12

handley-lab/anesthetic

Nested Sampling post-processing and plotting

Language: Python - Size: 8.36 MB - Last synced: 8 days ago - Pushed: 8 days ago - Stars: 54 - Forks: 15

mancusolab/sushie

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

Language: Python - Size: 922 KB - Last synced: 8 days ago - Pushed: 8 days ago - Stars: 13 - Forks: 2

usnistgov/optbayesexpt

Optimal Bayesian Experiment Design

Language: Python - Size: 32 MB - Last synced: 8 days ago - Pushed: 8 days ago - Stars: 31 - Forks: 10

RasmussenLab/MOVE

MOVE (Multi-Omics Variational autoEncoder) for integrating multi-omics data and identifying cross modal associations

Language: Jupyter Notebook - Size: 540 MB - Last synced: 8 days ago - Pushed: 9 days ago - Stars: 55 - Forks: 21

TommasoRonconi/galapy

Spectral modelling tool for galaxies in python

Language: Python - Size: 198 MB - Last synced: 8 days ago - Pushed: 8 days ago - Stars: 5 - Forks: 1

dpohanlon/Glasnost

Bayesian and maximum likelihood fits

Language: Python - Size: 112 KB - Last synced: 8 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: 8 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: 8 days ago - Pushed: 2 months ago - Stars: 1 - Forks: 0

drseb/boqa

Bayesian ontology querying from Bauer et al.

Language: Java - Size: 202 KB - Last synced: 8 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: 8 days ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

JaxGaussianProcesses/GPJax

Gaussian processes in JAX.

Language: Python - Size: 237 MB - Last synced: 1 day ago - Pushed: 9 days ago - Stars: 387 - Forks: 47

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: 9 days ago - Pushed: over 3 years ago - Stars: 0 - Forks: 0

igomezv/neuralike

[Under construction] Using machine learning to speed-up Bayesian inference.

Language: Python - Size: 2.81 MB - Last synced: 9 days ago - Pushed: 9 days ago - Stars: 0 - Forks: 0

aletgn/b-fade

B-FADE: Bayesian FAtigue moDel Estimator

Language: Python - Size: 4.54 MB - Last synced: 4 days ago - Pushed: 9 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: 9 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: 14 days ago - Pushed: 14 days ago - Stars: 21 - Forks: 1

arviz-devs/PosteriorStats.jl

Statistical analyses for Bayesian workflows

Language: Julia - Size: 415 KB - Last synced: 10 days ago - Pushed: about 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: 9 days ago - Pushed: 9 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: 9 days ago - Pushed: 9 days ago - Stars: 6 - Forks: 1

wataruhashimoto52/bayesian-deep-learning

Inference Algorithms for Bayesian Deep Learning

Language: Python - Size: 68.4 KB - Last synced: 10 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: 10 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: 10 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: 10 days ago - Pushed: about 6 years ago - Stars: 1 - Forks: 0

bat/MGVI.jl

Metric Gaussian Variational Inference

Language: Julia - Size: 39.2 MB - Last synced: 10 days ago - Pushed: 10 days ago - Stars: 7 - Forks: 2

bat/BAT.jl

A Bayesian Analysis Toolkit in Julia

Language: Julia - Size: 136 MB - Last synced: 9 days ago - Pushed: 10 days ago - Stars: 193 - Forks: 31

GeorgeEfstathiadis/Stochastic-Epidemic-Modelling

Stochastic Epidemic Modelling algorithms

Language: Python - Size: 65.4 KB - Last synced: 10 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: 10 days ago - Pushed: almost 3 years ago - Stars: 45 - Forks: 4

blackjax-devs/blackjax

BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.

Language: Python - Size: 333 MB - Last synced: 10 days ago - Pushed: 10 days ago - Stars: 722 - Forks: 90

ssoudan/bayesian-regression-101

Tutorial on Bayesian regression

Language: Jupyter Notebook - Size: 579 KB - Last synced: 10 days ago - Pushed: 10 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: 10 days ago - Pushed: 10 days ago - Stars: 2 - Forks: 0

acerbilab/pyvbmc

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

Language: Python - Size: 99.5 MB - Last synced: 4 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: 11 days ago - Pushed: over 6 years ago - Stars: 58 - Forks: 14

Related Keywords
bayesian-inference 1,555 machine-learning 259 python 192 bayesian-statistics 186 mcmc 169 statistics 148 bayesian 138 r 117 probabilistic-programming 101 variational-inference 98 deep-learning 92 stan 84 gaussian-processes 74 bayesian-methods 70 data-science 59 markov-chain-monte-carlo 56 julia 54 pytorch 51 bayesian-data-analysis 48 pymc3 47 bayesian-network 46 bayesian-neural-networks 41 r-package 37 artificial-intelligence 33 bayesian-optimization 32 inference 32 tensorflow 31 bayes 30 mcmc-sampler 30 bayesian-networks 29 time-series 29 nested-sampling 28 hierarchical-models 27 data-analysis 27 gibbs-sampling 26 neural-networks 26 causal-inference 26 astronomy 25 uncertainty-quantification 25 probabilistic-models 24 reinforcement-learning 24 matlab 24 jags 24 jax 22 julia-language 22 probabilistic-graphical-models 22 covid-19 21 bayesian-deep-learning 21 rstats 21 statistical-analysis 20 regression 20 modeling 20 particle-filter 20 metropolis-hastings 20 parameter-estimation 20 neural-network 20 machine-learning-algorithms 19 jupyter-notebook 18 monte-carlo 18 sampling-methods 18 sequential-monte-carlo 18 probability 18 variational-bayes 17 natural-language-processing 17 uncertainty 17 astrophysics 17 statistical-models 16 gravitational-waves 16 statistical-inference 16 rstan 16 hamiltonian-monte-carlo 16 brms 15 pymc 15 inverse-problems 15 graphical-models 15 linear-regression 14 sampling 14 deep-neural-networks 13 markov-chain 13 model-selection 13 pyro 13 clustering 13 multilevel-models 13 numpy 13 python3 13 ai 13 optimization 13 time-series-analysis 12 variational-autoencoder 12 cpp 12 phylogenetics 12 cosmology 12 logistic-regression 12 classification 12 calibration 11 tutorial 11 bioinformatics 11 simulation 11 computer-vision 11 visualization 11