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SciML Open Source Scientific Machine Learning · GitHub
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SciML Open Source Scientific Machine Learning
Open source software for scientific machine learning
SciML: Differentiable Modeling and Simulation Combined with Machine Learning
The SciML organization is a collection of tools for solving equations and modeling systems
developed in the Julia programming language with bindings to other languages such as R and
Python. The organization provides well-maintained tools which compose together as a
coherent ecosystem. It has a coherent development principle, unified APIs over large
collections of equation solvers, pervasive differentiability and sensitivity analysis, and
features many of the highest performance and parallel implementations one can find.
An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning a…
LinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch between factorization and Krylov methods, add preconditioners, and all in one interface.
Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration in scientific machine learning (SciML)
SciML/QuasiMonteCarlo.jl’s past year of commit activity