SciML Open Source Scientific Machine Learning
Repositories list
228 repositories
PETScDiffEq.jl
PublicSciMLDocs
PublicGlobal documentation for the Julia SciML Scientific Machine Learning OrganizationModelingToolkit.jl
PublicAn acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics fo…SciMLBase.jl
PublicRecursiveArrayTools.jl
PublicSciMLOperators.jl
PublicSciMLOperators.jl: Matrix-Free Operators for the SciML Scientific Machine Learning Common Interface in JuliaOptimization.jl
PublicMathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in o…NeuralOperators.jl
PublicDiffEqParamEstim.jl
PublicEasy scientific machine learning (SciML) parameter estimation with pre-built loss functionsMonteCarloIntegration.jl
PublicA package for multi-dimensional integration using monte carlo methodsMethodOfLines.jl
PublicAutomatic Finite Difference PDE solving with Julia SciMLNeuralPDE.jl
PublicPhysics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulationDiffEqCallbacks.jl
PublicDiffEqPhysics.jl
PublicA library for building differential equations arising from physical problems for physics-informed and scientific machine learning (SciML)Integrals.jl
PublicA common interface for quadrature and numerical integration for the SciML scientific machine learning organizationDedalus.jl
PublicCorleone.jl
PublicOptimal Control meets Scientific Machine LearningSparseColumnPivotedQR.jl
PublicPoissonRandom.jl
PublicFast Poisson Random Numbers in pure Julia for scientific machine learning (SciML)EllipsisNotation.jl
PublicGlobalSensitivity.jl
PublicRobust, Fast, and Parallel Global Sensitivity Analysis (GSA) in JuliaSciMLBenchmarks.jl
PublicScientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, RPolyChaos.jl
PublicA Julia package to construct orthogonal polynomials, their quadrature rules, and use it with polynomial chaos expansions.PDEBase.jl
PublicDiffEqFlux.jl
PublicPre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-i…PubChemReactions.jl
PublicDataDrivenDiffEq.jl
PublicData driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organizationJumpProcesses.jl
PublicBuild and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and…BaseModelica.jl
Public
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