artificial intelligence 4 mcmc 3 bayesian-inference 3 Markov Decision Process 3 MDP 3 decision-making 3 free energy principleinformation theory 3 active inference 3 cosmology 3 nested sampling 2 Uncertainty quantification 2 reinforcement learning 2 variational inference 2 machine-learning 2 statistics 1 dynamical systems 1 system identification 1 python 1 pdm 1 scientific-computing 1 pipeline-framework 1 mathematical-statistics 1 data-visualization 1 pipeline framework 1 data visualization 1 data processing 1 anomaly detection 1 computer vision 1 scientific computation 1 scientific calculation 1 amonly detection 1 artificial intellegence 1 mathematical statistics 1 uncertainty-quantification 1 sequential-monte-carlo 1 parameter-identification 1 mixture-models 1 stochastic optimization 1 Reinforcement Learning 1 Variational Inference 1 multi-line maps 1 epidemic-model 1 bayesian 1 probabilistic programming 1 infectious disease model 1 inference 1 Bayesian 1 epidemic 1 Uncertainty analysis 1 Bayesian melding 1 Differential equations 1 ODE 1 matehematical modelling 1 probabilistic inference 1 stochastic dynamics 1 model uncertainty 1 DMD 1 filtering 1 dynamics 1 low-discrepancy-sequences 1 stratigraphy 1 stan 1 gaussian-processes 1 fft 1 Fourier 1 graph 1 Stan 1 Gaussian process 1 simulation-based-inference 1 pytorch 1 parameter-estimation 1 science and technology studies 1 likelihood-free-inference 1 PyTorch 1 simulation-based inference 1 change point analysis 1 exponential growth 1 log phase 1 linear trend 1 Euclid 1 science technology and society 1 dark energy 1 Granular materials 1 Constitutive modeling 1 DEM 1 Non-parametric Gaussian mixture 1 interstellar medium 1 artificial-intelligence 1 interstellar-medium 1 Bayesian neural networks 1 convergence diagnostics 1 Markov chain Monte Carlo 1 posterior predictive distribution 1 machine learning 1 sampling 1 uncertainty quantification 1 low-rank approximation 1 numerical optimization 1 adjoint-based methods 1 Infinite-dimensional inverse problems 1