scientific-machine-learning topic

List scientific-machine-learning repositories

DifferentialEquations.jl

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Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equation...

ModelingToolkit.jl

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An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and...

ComponentArrays.jl

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Arrays with arbitrarily nested named components.

ArrayInterface.jl

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Designs for new Base array interface primitives, used widely through scientific machine learning (SciML) and other organizations

LabelledArrays.jl

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Arrays which also have a label for each element for easy scientific machine learning (SciML)

SciMLBook

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Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)

diffeqpy

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Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization

SciMLSensitivity.jl

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A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, S...

Sundials.jl

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Julia interface to Sundials, including a nonlinear solver (KINSOL), ODE's (CVODE and ARKODE), and DAE's (IDA) in a SciML scientific machine learning enabled manner

deepxde

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A library for scientific machine learning and physics-informed learning