SciML Open Source Scientific Machine Learning
Pinned
Repositories
- NeuralPDE.jl Public
Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
- MinimallyDisruptiveCurves.jl Public
Finds relationships between the parameters of a mathematical model
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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
- ExponentialUtilities.jl Public
Utility functions for exponential integrators for the SciML scientific machine learning ecosystem
- 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)
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- GalacticOptim.jl Public
Local, global, and beyond optimization for scientific machine learning (SciML)