12 results found Sort:

SMTorg
smt SMTorg
208
690
bsd-3-clause
29
Surrogate Modeling Toolbox
sampling derivative multi-fidelity machine-learning surrogate-models mixture-of-experts predictive-modeling
Created 2016-11-08
1,550 commits to master branch, last one 7 days ago
JuDFTteam
best-of-atomistic-machine-learning JuDFTteam
38
398
cc-by-sa-4.0
10
🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.
ai4science awesome-list best-of-list drug-discovery condensed-matter surrogate-models quantum-chemistry molecular-dynamics materials-discovery electronic-structure scientific-computing materials-informatics interatomic-potentials computational-chemistry density-functional-theory atomistic-machine-learning scientific-machine-learning computational-materials-science
Created 2023-06-09
399 commits to main branch, last one 2 days ago
SciML
Surrogates.jl SciML
70
335
other
13
Surrogate modeling and optimization for scientific machine learning (SciML)
julia sciml surrogate surrogates optimization surrogate-models differential-equations automatic-differentiation high-performance-computing scientific-machine-learning surrogate-based-optimization
Created 2019-05-08
1,214 commits to master branch, last one 3 days ago
dme65
pySOT dme65
53
205
other
22
Surrogate Optimization Toolbox for Python
asynchronous optimization surrogate-models gaussian-processes global-optimization bayesian-optimization radial-basis-function black-box-optimization surrogate-based-optimization global-optimization-algorithms
Created 2015-06-03
321 commits to master branch, last one 3 years ago
Mohamedelrefaie
DrivAerNet Mohamedelrefaie
20
138
other
15
A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
cfd dgcnn meshes drivaer openfoam car-design 3d-geometry data-driven aerodynamics deep-learning generative-ai fluid-dynamics fluid-simulation surrogate-models parametric-design large-scale-dataset surrogate-modelling deep-neural-networks graph-neural-networks computational-fluid-dynamics
Created 2024-03-04
168 commits to main branch, last one a day ago
shawnrosofsky
PINO_Applications shawnrosofsky
25
109
apache-2.0
3
Applications of PINOs
pytorch deep-learning surrogate-models physics-informed-ml
Created 2021-12-08
103 commits to main branch, last one 2 years ago
isds-neu
PeRCNN isds-neu
18
87
mit
4
Encoding physics to learn reaction-diffusion processes
pde surrogate-models finite-difference equation-discovery physics-simulation physics-encoded-learning scientific-machine-learning
Created 2022-10-04
24 commits to main branch, last one about a year ago
sandialabs
UQTk sandialabs
27
74
other
9
Sandia Uncertainty Quantification Toolkit
uq mcmc scr-1380 uncertainty mcmc-methods mcmc-sampler snl-science-libs surrogate-models snl-data-analysis bayesian-inference uncertainty-estimation uncertainty-propagation uncertainty-quantification
Created 2019-06-26
827 commits to master branch, last one 7 months ago
je-santos
PoreFlow-Net je-santos
27
68
unknown
4
3D CNN to predict single-phase flow velocity fields
3d cnn gpu lbm keras 3d-images tensorflow permeability poreflow-net single-phase digital-rocks neural-networks keras-tensorflow machine-learning surrogate-models lattice-boltzmann porous-media-flow digital-rockphysics convolutional-neural-network convolutional-neural-networks
Created 2020-03-05
24 commits to master branch, last one about a year ago
relf
egobox relf
1
63
apache-2.0
3
Efficient global optimization toolbox in Rust: bayesian optimization, mixture of gaussian processes, sampling methods
surrogate-models gaussian-processes mixture-of-experts global-optimization latin-hypercube-sampling
Created 2020-08-27
517 commits to master branch, last one 8 days ago
AndreiChertkov
teneva AndreiChertkov
2
45
mit
2
A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays
tensor-train tensor-trains surrogate-models surrogate-modelling tensor-decomposition low-rank-approximation approximation-algorithms tensor-decomposition-algorithms
Created 2020-11-25
739 commits to master branch, last one 5 months ago
Pressio
pressio Pressio
7
45
other
16
core C++ library
uq kokkos trilinos c-plus-plus snl-science cpp-concepts linear-algebra petrov-galerkin machine-learning snl-applications surrogate-models dynamical-systems snl-data-analysis nonlinear-dynamics generic-programming reduced-order-models high-performance-computing
Created 2019-08-30
3,859 commits to develop branch, last one 5 days ago