SciML Open Source Scientific Machine Learning

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5 repositories

SciMLBenchmarksOutput
Public
SciML-Bench Benchmarks for Scientific Machine Learning (SciML), Physics-Informed Machine Learning (PIML), and Scientific AI Performance
python performance r neural-network gpu julia matlab pytorch benchmarks differential-equations
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MIT License
•4•18•0•1•Updated Nov 16, 2024Nov 16, 2024
SciMLBook
Public
Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)
performance-engineering parallelism neural-networks gpu-computing numerical-methods lecture-notes neural-ode neural-sde stiff-equations scientific-simulators
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•335•1.9k•10•0•Updated Oct 1, 2024Oct 1, 2024
SciMLTutorialsOutput
Public
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
ode neural-ode neural-differential-equations sciml physics-informed-learning physics-informed-neural-networks physics-informed-ml julia differential-equations scientific-machine-learning
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Other
•4•20•1•1•Updated Jan 28, 2024Jan 28, 2024
SciMLAssets
Public
Assets for websites and other materials
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•0•3•0•0•Updated Aug 4, 2021Aug 4, 2021
JuliaCon2017
Public archive
JuliaCon 2017 Workshop
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Other
•2•4•0•1•Updated Nov 21, 2019Nov 21, 2019