Updated 9 months ago

Sundials • Rank 17.8 • Science 67%

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

Updated 9 months ago

DelayDiffEq • Rank 16.2 • Science 67%

Delay differential equation (DDE) solvers in Julia for the SciML scientific machine learning ecosystem. Covers neutral and retarded delay differential equations, and differential-algebraic equations.

Updated 9 months ago

SciMLBenchmarks • Rank 11.5 • Science 67%

Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R

Updated 9 months ago

ImplicitDiscreteSolve • Rank 24.0 • Science 54%

High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

Updated 9 months ago

SciMLSensitivity • Rank 16.8 • Science 54%

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, SDEs, DDEs, DAEs, etc.

Updated 9 months ago

DifferentialEquations • Rank 19.5 • Science 51%

Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.

Updated 9 months ago

DiffEqPhysics • Rank 11.2 • Science 54%

A library for building differential equations arising from physical problems for physics-informed and scientific machine learning (SciML)

Updated 9 months ago

FEniCS • Rank 8.9 • Science 54%

A scientific machine learning (SciML) wrapper for the FEniCS Finite Element library in the Julia programming language

Updated 9 months ago

SciMLExpectations • Rank 8.5 • Science 54%

Fast uncertainty quantification for scientific machine learning (SciML) and differential equations

Updated 9 months ago

DASKR • Rank 7.9 • Science 54%

Interface to DASKR, a differential algebraic system solver for the SciML scientific machine learning ecosystem

Updated 9 months ago

DASSL • Rank 7.3 • Science 54%

Solves stiff differential algebraic equations (DAE) using variable stepsize backwards finite difference formula (BDF) in the SciML scientific machine learning organization

Updated 9 months ago

BVProblemLibrary • Rank 11.9 • Science 36%

A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools