SciML Open Source Scientific Machine Learning
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NeuralLyapunov.jl
Public- Reservoir computing utilities for scientific machine learning (SciML)
sciml.ai
PublicThe SciML Scientific Machine Learning Software Organization WebsiteNeuralPDE.jl
PublicPhysics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulationPreallocationTools.jl
PublicTools for building non-allocating pre-cached functions in Julia, allowing for GC-free usage of automatic differentiation in complex codesBaseModelica.jl
PublicSciMLStructures.jl
PublicModelingToolkit.jl
PublicAn acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics fo…- A simple domain-specific language (DSL) for defining differential equations for use in scientific machine learning (SciML) and other applications
SciMLSensitivity.jl
PublicA component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimiz…SciMLBase.jl
PublicThe Base interface of the SciML ecosystemRecursiveArrayTools.jl
PublicDelayDiffEq.jl
PublicDelay differential equation (DDE) solvers in Julia for the SciML scientific machine learning ecosystem. Covers neutral and retarded delay differential equations…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…CommonSolve.jl
PublicA common solve function for scientific machine learning (SciML) and beyondSymbolicAnalysis.jl
PublicJumpProcesses.jl
PublicBuild and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and…FastPower.jl
PublicIntegrals.jl
PublicA common interface for quadrature and numerical integration for the SciML scientific machine learning organizationBoundaryValueDiffEq.jl
PublicBoundary value problem (BVP) solvers for scientific machine learning (SciML)- A standard library of components to model the world and beyond
DiffEqBase.jl
PublicThe lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problemsSurrogatesBase.jl
PublicLinearSolve.jl
PublicLinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch between factorization and Krylov methods, add preconditioners, and…Optimization.jl
PublicMathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in o…NonlinearSolve.jl
PublicHigh-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov suppo…CurveFit.jl
PublicDataInterpolations.jl
PublicLineSearch.jl
Public