SciML/SciMLBenchmarks.jl

Benchmarks for scientific machine learning (SciML) software, scientific AI, and (differential) equation solvers

MATLABJuliaShellbenchmarkaijuliaodeddepartial-differential-equationsdifferential-equationsdifferentialequationssdepdedaeneural-odescientific-machine-learningstiff-odesstiff-sdesnerual-differential-equationssciml
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SciMLBenchmarks.jl: Benchmarks for Scientific Machine Learning (SciML) and Equation Solvers SciMLBenchmarks.jl holds webpages, pdfs, and notebooks showing the benchmarks for the SciML Scientific Machine Learning Software ecosystem, including: Benchmarks of equation solver implementations Speed and robustness comparisons of methods for parameter estimation / inverse problems Training universal differential equations (and subsets like neural ODEs) Training of physics-informed neural networks (PINNs) Surrogate...
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