SciML Open Source Scientific Machine Learning
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208 repositories
- High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov suppo…
- Tools for building non-allocating pre-cached functions in Julia, allowing for GC-free usage of automatic differentiation in complex codes
- An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics fo…
BoundaryValueDiffEq.jl
PublicBoundary value problem (BVP) solvers for scientific machine learning (SciML)- Implementation of the finite volume method in 1D.
- Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization
- High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neura…
- A structure interface for SciML to give queryable properties from user data and parameters
- Solvers for steady states in scientific machine learning (SciML)
- Reservoir computing utilities for scientific machine learning (SciML)
SciMLExpectations.jl
PublicFast uncertainty quantification for scientific machine learning (SciML) and differential equationsOptimization.jl
PublicMathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in o…LinearSolve.jl
PublicLinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch between factorization and Krylov methods, add preconditioners, and…SciMLBase.jl
PublicComponentArrays.jl
PublicArrays with arbitrarily nested named components.IRKGaussLegendre.jl
Public- Symbolic-Numeric Neural DAEs and Universal Differential Equations for Automating Scientific Machine Learning (SciML)
SciMLLogging.jl
PublicSimpleDiffEq.jl
PublicSimple differential equation solvers in native Julia for scientific machine learning (SciML)NeuralPDE.jl
PublicPhysics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulationdeSolveDiffEq.jl
PublicWrappers for calling the R deSolve differential equation solvers from Julia for scientific machine learning (SciML)CommonSolve.jl
PublicA common solve function for scientific machine learning (SciML) and beyondFiniteVolumeMethod.jl
PublicSolver for two-dimensional conservation equations using the finite volume method in Julia.DASSL.jl
PublicSolves stiff differential algebraic equations (DAE) using variable stepsize backwards finite difference formula (BDF) in the SciML scientific machine learning o…DiffEqDocs.jl
PublicDocumentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem
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