Updated 6 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 6 months ago

ModelingToolkit • Rank 20.2 • Science 64%

An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations

Updated 6 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 6 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 6 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 6 months ago

SteadyStateDiffEq • Rank 14.8 • Science 54%

Solvers for steady states in scientific machine learning (SciML)

Updated 6 months ago

DiffEqBayes • Rank 11.2 • Science 54%

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

Updated 6 months ago

DiffEqDevTools • Rank 11.1 • Science 54%

Benchmarking, testing, and development tools for differential equations and scientific machine learning (SciML)

Updated 6 months ago

DASKR • Rank 7.9 • Science 54%

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

Updated 6 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 6 months ago

DiffEqCallbacks • Rank 17.6 • Science 36%

A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented differential equation solvers

Updated 6 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

Updated 6 months ago

diffeqdocs.jl • Rank 11.1 • Science 36%

Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem

Updated 6 months ago

ts3l • Science 67%

A PyTorch Lightning-based library for self- and semi-supervised learning on tabular data.