SciML Open Source Scientific Machine Learning
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ModelingToolkit.jl
PublicAn acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics fo…CommonSolve.jl
PublicA common solve function for scientific machine learning (SciML) and beyondSurrogates.jl
PublicSurrogate modeling and optimization for scientific machine learning (SciML)PolyChaos.jl
PublicA Julia package to construct orthogonal polynomials, their quadrature rules, and use it with polynomial chaos expansions.Pyomo.jl
PublicNonlinearSolve.jl
PublicHigh-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov suppo…SciMLBenchmarks.jl
PublicScientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, ROrdinaryDiffEq.jl
PublicHigh performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neura…ReservoirComputing.jl
PublicReservoir computing utilities for scientific machine learning (SciML)SciMLBase.jl
Public- A general interface for symbolic indexing of SciML objects used in conjunction with Domain-Specific Languages
LinearSolve.jl
PublicLinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch between factorization and Krylov methods, add preconditioners, and…PureKLU.jl
PublicBaseModelica.jl
PublicDiffEqPhysics.jl
PublicA library for building differential equations arising from physical problems for physics-informed and scientific machine learning (SciML)HighDimPDE.jl
PublicA Julia package for Deep Backwards Stochastic Differential Equation (Deep BSDE) and Feynman-Kac methods to solve high-dimensional PDEs without the curse of dime…Catalyst.jl
PublicChemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open so…DiffEqCallbacks.jl
Public- Symbolic-Numeric Neural DAEs and Universal Differential Equations for Automating Scientific Machine Learning (SciML)
- A standard library of components to model the world and beyond
BoundaryValueDiffEq.jl
PublicBoundary value problem (BVP) solvers for scientific machine learning (SciML)NeuralLyapunov.jl
PublicDataInterpolations.jl
Public- Fast and automatic structural identifiability software for ODE systems
SBMLToolkit.jl
PublicSBML differential equation and chemical reaction model (Gillespie simulations) for Julia's SciML ModelingToolkitPubChem.jl
PublicQuasiMonteCarlo.jl
PublicLightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration in scientific machine l…PreallocationTools.jl
PublicTools for building non-allocating pre-cached functions in Julia, allowing for GC-free usage of automatic differentiation in complex codes
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