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SciML Open Source Scientific Machine Learning's Projects

.github icon .github

Organization-wide .github actions and other metadata

autooffload.jl icon autooffload.jl

Automatic GPU, TPU, FPGA, Xeon Phi, Multithreaded, Distributed, etc. offloading for scientific machine learning (SciML) and differential equations

autooptimize.jl icon autooptimize.jl

Automatic optimization and parallelization for Scientific Machine Learning (SciML)

basemodelica.jl icon basemodelica.jl

Importers for the BaseModelica standard into the Julia ModelingToolkit ecosystem

bridgediffeq.jl icon bridgediffeq.jl

A thin wrapper over Bridge.jl for the SciML scientific machine learning common interface, enabling new methods for neural stochastic differential equations (neural SDEs)

catalyst.jl icon catalyst.jl

Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.

cellmltoolkit.jl icon cellmltoolkit.jl

CellMLToolkit.jl is a Julia library that connects CellML models to the Scientific Julia ecosystem.

colprac icon colprac

Contributor's Guide on Collaborative Practices for Community Packages

commonsolve.jl icon commonsolve.jl

A common solve function for scientific machine learning (SciML) and beyond

daskr.jl icon daskr.jl

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

dassl.jl icon dassl.jl

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

datadrivendiffeq.jl icon datadrivendiffeq.jl

Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

deepequilibriumnetworks.jl icon deepequilibriumnetworks.jl

Implicit Layer Machine Learning via Deep Equilibrium Networks, O(1) backpropagation with accelerated convergence.

delaydiffeq.jl icon delaydiffeq.jl

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.

desolvediffeq.jl icon desolvediffeq.jl

Wrappers for calling the R deSolve differential equation solvers from Julia for scientific machine learning (SciML)

diffeqapproxfun.jl icon diffeqapproxfun.jl

The tools for proper interactions between ApproxFun.jl and DifferentialEquations.jl for pseudospectiral partial differential equation discretizations in scientific machine learning (SciML)

diffeqbase.jl icon diffeqbase.jl

The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems

diffeqbayes.jl icon diffeqbayes.jl

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

diffeqcallbacks.jl icon diffeqcallbacks.jl

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

diffeqdevdocs.jl icon diffeqdevdocs.jl

Developer documentation for the SciML scientific machine learning ecosystem's differential equation solvers

diffeqdevmaterials icon diffeqdevmaterials

Various developer materials, like PDFs, notes, derivations, etc. for differential equations and scientific machine learning (SciML)

diffeqdevtools.jl icon diffeqdevtools.jl

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

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