python 64 machine-learning 45 mcmc 26 probabilistic-programming 25 statistics 24 bayesian 22 bayesian-statistics 19 jax 18 deep-learning 16 variational-inference 16 gaussian-processes 13 pytorch 13 inference 12 sampling 11 statistical-analysis 11 nested-sampling 11 astrophysics 10 astronomy 9 data-science 9 sampling-methods 8 pytensor 8 probability 8 monte-carlo 8 parameter-estimation 7 neural-networks 7 uncertainty-quantification 7 bayesian-methods 6 markov-chain-monte-carlo 6 cosmology 6 bayesian-neural-networks 5 model 5 gaussian 5 machine learning 5 regression 5 tensorflow 5 calibration 4 mixture-model 4 parallel-computing 4 artificial-intelligence 4 pure-python 4 model-selection 4 hamiltonian-monte-carlo 4 gravitational-waves 4 markov-chain 4 geophysics 4 statistical-inference 4 bayesian-optimization 4 gibbs-sampling 4 probabilistic-models 4 sequential-monte-carlo 4 numpy 4 mcmc-sampler 4 time-series 4 hyper-computing 3 hpml 3 numpyro 3 bayesian-network 3 uncertainty 3 reinforcement-learning 3 simulation 3 likelihood-free-inference 3 simulation-based-inference 3 distributed-computing 3 distributed 3 dirichlet-process-mixtures 3 dirichlet-process 3 ccgrid 3 julia 3 bayesian-networks 3 modeling 3 structure-learning 3 inversion 3 physics 3 kullback-leibler-divergence 3 bayes 3 unsupervised-learning 3 differentiable-programming 3 mit-license 3 probabilistic-data-analysis 3 general-purpose 3 black-box-bayesian-inference 3 time-series-analysis 3 marine 3 Bayesian inference 3 data-analysis 3 multinomial 3 bioinformatics 3 normalizing-flows 3 quantification 2 process 2 buqeyemodel 2 statistical-modeling 2 buqeye 2 field-theory 2 nuclear-physics 2 ohio-state-university 2 statistical-models 2 paleoceanography 2 paleoclimate 2 exoplanets 2