surrogate-models 97 deep-learning 17 machine-learning 15 surrogate-based-optimization 12 python 11 optimization 11 surrogate-modelling 10 bayesian-optimization 9 gaussian-processes 9 pytorch 7 surrogate 6 cfd 5 nonlinear-dynamics 5 neural-networks 5 xai 5 impulse-response 4 kriging 4 scientific-machine-learning 4 evolutionary-algorithms 4 dynamics-simulation 4 global-optimization 4 data-driven-model 4 pde 4 blackbox-optimization 4 surrogates 3 uq 3 multibody-dynamics 3 lime 3 radial-basis-function 3 fluid-dynamics 3 computational-physics 3 gravitational-waves 3 snl-data-analysis 3 keras 3 explainable-ai 3 parametric-pdes 3 uncertainty-quantification 3 heat-transfer 2 tensor-decomposition-algorithms 2 sciml 2 active-subspace 2 multi-fidelity 2 surrogate-model-based-optimization 2 tensorflow 2 high-performance-computing 2 finite-element-methods 2 differential-equations 2 derivative-free-optimization 2 dimensionality-reduction 2 offline-optimization 2 reduced-order-models 2 design-of-experiments 2 reinforcement-learning 2 ml 2 parametric-pde 2 mcmc 2 xgboost 2 feature-importance 2 docker 2 uncertainty 2 mixture-of-experts 2 optimization-algorithms 2 3d-geometry 2 snl-science-libs 2 numerical-relativity 2 regression 2 cec 2 bayesian-inference 2 uncertainty-analysis 2 simulation-based-inference 2 sensitivity-analysis 2 gecco 2 deeponet 2 time-series 2 bayesian-calibration 2 approximate-bayesian-computation 2 active-learning 2 visualization 2 multiobjective-optimization 2 package 2 emulation 2 deep-gaussian-processes 2 black-box-model 2 openfoam 2 gaussian-process-regression 2 classification 2 interpretable-machine-learning 2 adaptive-sampling 2 black-box-optimization 2 abaqus 2 metamodel 2 data-driven 2 computational-fluid-dynamics 2 graphneuralnetwork 1 fortran 1 hybrid-model 1 cartilage 1 invertible-neural-networks 1 engineering 1 aeronautics 1