SciML Open Source Scientific Machine Learning
Pinned
Repositories
- DiffEqSensitivity.jl Public
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, and more for ODEs, SDEs, DDEs, DAEs, etc.
- 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
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- 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
- GalacticOptim.jl Public
Local, global, and beyond optimization for scientific machine learning (SciML)
- DataDrivenDiffEq.jl Public
Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization
- NeuralPDE.jl Public
Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
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Sponsors
