SciML Open Source Scientific Machine Learning
Pinned
Repositories
- 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
- DifferenceEquations.jl Public
Solving difference equations with DifferenceEquations.jl and the SciML ecosystem.
- StochasticDiffEq.jl Public
Solvers for stochastic differential equations which connect with the scientific machine learning (SciML) ecosystem
- DataDrivenDiffEq.jl Public
Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization
- DiffEqBase.jl Public
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
- OrdinaryDiffEq.jl Public
High performance differential equation solvers for ordinary differential equations, including neural ordinary differential equations (neural ODEs) and 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
- Sundials.jl Public
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
- MethodOfLines.jl Public
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