python 21 optimization 11 ai 7 geophysics 7 simulation 6 machine-learning 6 geoscience 6 modelling 6 modeling 6 electromagnetics 5 tomography 5 inversion 5 data-driven-model 5 image-processing 5 jax 5 online-learning 4 open-science 4 model-reduction 4 scientific-computing 4 earth-science 4 online-optimization 4 system-identification 4 model-learning 4 dynamical-systems 4 control-theory 4 ai4science 4 linear-algebra 4 partial-differential-equations 4 applied-mathematics 4 direct-current-resistivity 4 reconstruction 3 inverse problems 3 medical-imaging 3 gpu 3 richards-equation 3 topology 3 inverse design 3 design 3 inverse-design 3 topology-optimization 3 magnetotellurics 3 image-reconstruction 3 induced-polarization 3 finite-volume 3 physics-informed-neural-networks 3 reduced-order-models 3 mri 3 deep-learning 3 reduced-order-modeling 3 regularization 3 denoising 3 admm 3 proximal-algorithms 3 fista 3 pytorch 2 multiphysics 2 regularisation 2 research 2 development 2 mathematics 2 prototyping 2 adjoint 2 fdfd 2 learning 2 bayesian 2 numba 2 ode-solver 2 ecosystem-modeling 2 inverse-modelling 2 framework 2 ecosystem 2 inverse problem 2 gravity 2 scipy 2 simpeg 2 geoh5 2 parameter-estimation 2 discretization 2 algebra 2 large-scale optimization 2 Physics-informed neural networks 2 AI 2 plug-and-play 2 imaging 2 computational-imaging 2 data-science 2 scientific-machine-learning 2 computed-tomography 2 signal-processing 2 uncertainty-quantification 1 optimal-transport 1 cell-biology 1 Computational Imaging 1 Scientific Imaging 1 Inverse Problems 1 Plug-and-Play Priors 1 physics-informed-ml 1 Differential equations 1 unfolding 1 statistics 1