bayesian-inference likelihood-free-inference machine-learning parameter-estimation pytorch simulation-based-inference

astronomy astrophysics bayesian-inference exoplanet exoplanet-radial-velocities exoplanet-transits exoplanets gaussian-processes mcmc pymc3 time-series time-series-analysis

Mathematics

astronomy bayesian-inference bayesian-methods graphical-models mcmc model probabilistic-programming python statistical-analysis statistics stats

Engineering (40%)

bayesian-inference dags posterior-probability probabilistic-graphical-models probabilistic-programming rstats-package

Sociology

bayesian-inference deep-invertible-networks deep-learning invertible-1x1-convolutions invertible-neural-networks julia julia-language machine-learning normalizing-flow normalizing-flows

Engineering (40%)

bayesian-inference bayesian-statistics data-analysis fitting markov-chain-monte-carlo nested-sampling

Engineering (40%)

adaptive bayesian-inference markov-chain-monte-carlo mcmc metropolis-hastings parallel-computing r r-package

Engineering (40%) Economics (40%)

bayesian-inference bayesian-statistics contingency-table correlation effectsize meta-analysis parametric robust robust-statistics statistical-details statistical-tests tidy

bayesian-inference data-analysis gaussian-processes machine-learning python variational-inference

Physics (40%)

bayesian-inference bayesian-statistics kruschke probabilistic-programming python statistics

Earth and Environmental Sciences Economics

adaptive-learning bayesian-inference bayesian-statistics c cpp fortran machine-learning machine-learning-algorithms machine-learning-library markov-chain matlab mcmc monte-carlo monte-carlo-simulations mpi numerical-integration openmp python sampling

Physics (40%)

bayesian-inference dynamic-nested-sampling error-analysis nested-sampling python sampling-error

Mathematics

bayesian bayesian-inference bayesian-statistics epidemiology modeling public-health r r-package rspatial rstats spatial stan

Engineering

astronomy astrophysics bayesian-inference black-box-bayesian-inference cosmology cosmology-inference general-purpose inference machine-learning mcmc mcmc-sampler normalizing-flows probabilistic-data-analysis python sampling sampling-methods smc

Mathematics

bayesian-data-analysis bayesian-inference bayesian-statistics data-analysis data-science deep-learning forecasting machine-learning markov-chain markov-model markov-process time-series time-series-analysis

Earth and Environmental Sciences Sociology

bayesian-inference low-discrepancy-sequences mixture-models parameter-identification sequential-monte-carlo uncertainty-quantification

Political Science Artificial Intelligence and Machine Learning Sociology

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

bayesian-inference differentiable-programming pytorch

Artificial Intelligence and Machine Learning (40%)

approximate-inference bayesian-inference bayesian-optimization gaussian-processes inference python

Engineering Computer Science (40%)

bayesian-inference jax sampling-methods

Mathematics

asteroseismology astronomy astrophysics bayesian-inference binaries mcmc pymc3

bayesian-inference mipd model-informed-precision-dosing parameter-estimation pharmacodynamics pharmacokinetics pkpd pkpd-modelling python

Earth and Environmental Sciences

bayesian-inference curie-depth magnetic-anomaly magnetism python

Mathematics Engineering

bayesian-inference inverse-problems mcmc proximal-algorithms python

Mathematics Earth and Environmental Sciences

bayesian-inference dynamic-nested-sampling nested-sampling pure-python

Mathematics

bayesian-inference bayesian-statistics julia machine-learning mcmc posterior prior statistics

bayesian-inference intrinsic-neural-timescales neuroscience neuroscience-methods parameter-estimation

bayesian-inference capture-recapture data-cloning individual-heterogeneity maximum-likelihood-estimation mcmc survival

Artificial Intelligence and Machine Learning (40%) Earth and Environmental Sciences (40%) Medicine (40%)

bayesian-inference gaussian-processes jax machine-learning probabilistic-programming

Mathematics Earth and Environmental Sciences

bayesian-inference inference-engine julia-language machine-learning message-passing probabilistic-programming variational-inference

Medicine (40%)

bayesian-inference bayesian-statistics python regression-models statistical-analysis statistical-modeling

bayesian-inference particle-filter probabilistic-programming sequential-monte-carlo

bayesian-inference bayesian-methods hierarchical-models mcmc probabilistic-programming r

bayesian-inference mit-license model-selection monte-carlo nested-sampling pure-python

artificial-intelligence bayesian-inference bayesian-neural-networks bayesian-statistics hacktoberfest hamiltonian-monte-carlo hmc julia-language machine-learning mcmc probabilistic-graphical-models probabilistic-inference probabilistic-models probabilistic-programming turing

bayesian-inference mcmc mpi multi-threaded parallel-tempering

bayesian-inference fastkde matplotlib mcmc nested-sampling numpy pandas samples scipy

Mathematics

bayesian-inference calibration emulation high-performance-computing

agent-based-modeling bayesian-inference deep-generative-modelling disease-transmission epidemiology gaussian-processes numpyro probabilistic-programming spatial-statistics surrogates

bayesian-inference variational-inference

bayesian-inference gaussian-process gaussian-process-regression gaussian-processes geology groundwater hydrogeology machine-learning multiple-output-regression multivariate-regression pfa sklearn

bayesian-inference code machine-learning statistics-toolbox

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

arviz bayesian-inference gravitational-simulations gravitational-waveforms gravitational-waves gw-astronomy gw-data-visualization mcmc mcmc-analysis pymc3 simulation sky-map storage-rings synthetic-data

bayesian-inference bayesian-networks causal-inference causal-models causal-networks causalnex data-science machine-learning

bayesian-inference dae dde differential-equations julia neural-differential-equations neural-ode ode ordinary-differential-equations probabilistic-programming scientific-ai scientific-machine-learning scientific-ml sciml sde stan stochastic-differential-equations

bayesian-inference cpp markov-chain-monte-carlo particle-filter r state-space time-series

astrophysics astrostatistics bayesian-inference cosmology matplotlib plotting statistics

Engineering (40%)

bayesian-inference kalman-filter particle-filter pmcmc quasi-monte-carlo sequential-monte-carlo smc2

bayesian-inference compositional-data-analysis multilevel-models multilevelcoda r r-package

bayesian-inference r-package small-area-estimation space-time

bayesian-inference hmc inference-algorithms jax mcmc numpy probabilistic-programming pyro

bayesian-inference bayesian-statistics julia machine-learning posterior-distributions statistics

bayesian bayesian-inference ideal-point-estimation r-package stan survey-analysis

bayesian-inference bayesian-structure-learning dag directed-acyclic-graph inference python structure-learning

bayesian-inference concentration-response ecotoxicology no-effect-concentration non-linear-decay threshold-derivation toxicology

bayesian-inference causal-inference climate-change-mitigation energy energy-based-model environmental-data-science environmental-impact-assessment

Materials Science (40%)

bayesian-inference

bayesian bayesian-inference inference likelihood-free python simulator statistics

bayesian-inference causal causal-models causal-networks causality-analysis dag directed-acyclic-graph machine-learning parameter-learning python sampling-methods structure-learning

bayesian-inference bayesian-statistics julia julia-language julia-library metaprogramming probabilistic-programming

bayesian-inference cran-r power-law r r-package rivers

astronomy astrophysics bayesian-inference exoplanets jax python time-series

bayesian-inference bioinformatics microbiome python regression stan

bayesian bayesian-inference cran generalized-linear-models linear-regression logistic-regression mcmc model-selection poisson-regression predictive-modeling r-package regression variable-selection

2x2-matrix bayesian-inference contingency-table r r-package representation risk risk-literacy rstats visualization

ai bayesian-inference calibration conformal-prediction deep-learning flax jax machine-learning ml model-calibration neural-networks uncertainty uncertainty-calibration uncertainty-estimation uncertainty-quantification

bayesian-inference negative-predictive-value positive-predictive-value r

bayesian-inference gaussian-processes julia-language time-series

bayesian-inference factor-analysis paired-comparisons r-package stan

bayesian-inference maximum-likelihood phylogeny phylogeography population-structure r shell snps ssh supercomputer

bayesian-inference c genetic-algorithm maximum-likelihood mcmc phylogenetics variational-inference

bayesian-inference belief-propagation jax python

amortized-inference awesome awesome-lists bayesian-inference inverse-problems uncertainty-quantification

agriculture agriculture-research agroecology bayesian-inference bayesian-statistics decision-analysis decision-theory

bayesian-inference cancer-genomics copy-number-variation mcmc single-cell

bayes bayesian bayesian-data-analysis bayesian-inference bayesian-statistics brms cmdstanr gui mcmc r r-package rstan shiny shiny-app stan statistical-analysis statistical-inference statistical-models statistics

bayesian-inference control-systems controls data-assimilation dynamical-systems estimation extended-kalman-filter gnss guidance-navigation-control kalman-filter monte-carlo-methods parameter-estimation particle-filter prediction-error-method sequential-monte-carlo state-estimation system-identification tracking unscented-kalman-filter virtual-sensing

approximate-inference bayesian-inference normalizing-flows surrogate-models

bayes bayes-factor bayesian-inference evidence-synthesis meta-analysis model-averaging r stan

bayesian-inference bayesian-statistics julia

bayesian-inference cmdstanr forecasting hierarchical-models real-time-analytics stan wastewater-based-epidemiology

bayesian-inference cmf data-integration r-package

bayesian bayesian-inference bayesian-var bvar bvecm gibbs-sampling mcmc r-package vector-autoregression vector-error-correction-model

bayesian-inference statistics

affective-computing bayesian-inference cognitive-science computational-intelligence psychology

bayesian-inference coursera statistics

bayesian bayesian-inference bayesian-statistics clinical-trials mdic posterior-predictive posterior-probability prior-distribution r rstats rstats-package

bayesian-inference gaussian-processes longitudinal-data r-packages stan

bayesian-inference entropy-pooling flexible-probabilities portolio-optimization risk-management scenarios views

bayesian-inference empirical-bayes mcmc paper zib

adrn-teaching bayesian-inference probability python statistics

bayesian-inference gaussian-processes heat-transfer system-identification

bayesian-inference gradient-computation phylogenetics phylostan pytorch stan tensorflow torchtree variational

abc active-learning approximate-bayesian-computation bayesian-calibration bayesian-inference bayesian-statistics evolutionary-algorithms history-matching optimal-experimental-design sbi sensitivity-analysis surrogate-based-optimization surrogate-models uncertainty-quantification

anaemia bayesian-inference hookworm simulations stan statistical-models

bayesian bayesian-inference bayesian-statistics julia-language mcmc

bayesian-inference covariance-matrix-estimation empirical-bayes graphical-models high-dimensional-inference machine-learning network-analysis precision-matrix-estimation statistics

bayesian-inference teaching

bayesian-inference hep-ex hep-ph julia particle-physics parton-distribution-functions quantum-chromodynamics