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157

874

mit

31

Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods

pinn stiff-ode neural-dde neural-ode neural-pde neural-sde neural-sdes scientific-ai scientific-ml neural-networks differentialequations differential-equations neural-jump-diffusions physics-informed-learning scientific-machine-learning delay-differential-equations neural-differential-equations partial-differential-equations ordinary-differential-equations stochastic-differential-equations

Created 2018-12-26

1,923 commits to master branch, last one 15 days ago

TensorDiffEq tensordiffeq

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113

unknown

7

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

gpu pinns multi-gpu neural-pde tensorflow collocation tensorflow2 gpu-computing neural-networks gpu-acceleration multi-gpu-training distributed-systems differential-equations physics-informed-learning scientific-machine-learning physics-informed-neural-networks

Created 2020-10-03

309 commits to main branch, last one 2 years ago

MLJC-UniTo-ProjectX-2020-public MachineLearningJournalClub

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46

mit

7

Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)

wrf pinns sci-ml neural-pde neural-network machine-learning wildfire-propagation differential-equations scientific-machine-learning partial-differential-equations

Created 2020-11-25

213 commits to rel2 branch, last one 3 years ago