SciML Open Source Scientific Machine Learning
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Repositories
- OrdinaryDiffEq.jl Public
High performance differential equation solvers for ordinary differential equations, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)
- DiffEqBase.jl Public
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
- DiffEqNoiseProcess.jl Public
A library of noise processes for stochastic systems like stochastic differential equations (SDEs) and other systems that are present in scientific machine learning (SciML)
- Catalyst.jl Public
Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software
- ModelingToolkit.jl Public
A 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
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- RecursiveArrayTools.jl Public
Tools for easily handling objects like arrays of arrays and deeper nestings in scientific machine learning (SciML) and other applications
- DelayDiffEq.jl Public
Delay differential equation solvers for the SciML scientific machine learning ecosystem
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