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The Top 23 Scientific Machine Learning Open Source Projects

Open source projects categorized as Scientific Machine Learning
Categories > Scientific Machine Learning
Macc ⭐ 15
Robust neural network surrogate for inertial confinement fusion
most recent commit 2 years ago
Rom Opinf Combustion 2d ⭐ 15
Source code for the paper "Data-driven reduced-order models via regularised Operator Inference for a single-injector combustion process" by S. A. McQuarrie, C. Huang, and K. E. Willcox.
most recent commit 2 years ago
Mathepideeplearning ⭐ 15
Awesome-spatial-temporal-data-mining-packages. Julia and Python resources on spatial and temporal data mining. Mathematical epidemiology as an application. Most about package information. Data Sources Links and Epidemic Repos are also included. Keep updating.
most recent commit 2 years ago
Poissonrandom.jl ⭐ 15
Fast Poisson Random Numbers in pure Julia for scientific machine learning (SciML)
most recent commit 4 months ago
Awesome Scientific Machine Learning ⭐ 15
A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software
most recent commit 4 months ago
Commonsolve.jl ⭐ 14
A common solve function for scientific machine learning (SciML) and beyond
most recent commit 4 months ago
Tensorflowdiffeq.jl ⭐ 14
Using TensorFlow for physics-informed neural networks for scientific machine learning (SciML)
most recent commit 3 years ago
Pnode ⭐ 14
A Python library for training neural ODEs.
most recent commit 4 months ago
Reactivedynamics.jl ⭐ 14
A Julia package that implements a category of reaction (transportation) network-type dynamical systems.
most recent commit 3 months ago
Scimlbenchmarksoutput ⭐ 13
SciML-Bench Benchmarks for Scientific Machine Learning (SciML), Physics-Informed Machine Learning (PIML), and Scientific AI Performance
most recent commit 3 months ago
Psst ⭐ 12
A Tutorial for Parallelised Scalable Simulations in TensorFlow
most recent commit 2 years ago
Dimensionalplotrecipes.jl ⭐ 12
High dimensional numbers and reductions recipes for data visualization of scientific machine learning (SciML)
most recent commit 3 months ago
Daskr.jl ⭐ 12
Interface to DASKR, a differential algebraic system solver for the SciML scientific machine learning ecosystem
most recent commit 3 months ago
Nmfk.jl ⭐ 11
Nonnegative Matrix Factorization + k-means clustering and physics constraints for Unsupervised and Physics-Informed Machine Learning
most recent commit 3 months ago
Diffeqapproxfun.jl ⭐ 10
The tools for proper interactions between ApproxFun.jl and DifferentialEquations.jl for pseudospectiral partial differential equation discretizations in scientific machine learning (SciML)
most recent commit 3 years ago
Diffeqmontecarlo.jl ⭐ 10
Monte Carlo simulation routines for high-performance parallelization of differential equation solvers and scientific machine learning
most recent commit 3 years ago
Desolvediffeq.jl ⭐ 9
Wrappers for calling the R deSolve differential equation solvers from Julia for scientific machine learning (SciML)
most recent commit 3 months ago
Odeinterfacediffeq.jl ⭐ 9
Adds the common API onto ODEInterface classic Fortran methods for the SciML Scientific Machine Learning organization
most recent commit 3 months ago
Geometricintegratorsdiffeq.jl ⭐ 9
Wrappers for GeometricIntegrators.jl into the SciML common interface for scientific machine learning (SciML)
most recent commit 6 months ago
Diffeqdevdocs.jl ⭐ 8
Developer documentation for the SciML scientific machine learning ecosystem's differential equation solvers
most recent commit 4 months ago
Deep Multilevel Kolmogorov Pde Solver ⭐ 8
Solving stochastic differential equations and Kolmogorov equations by means of deep learning and Multilevel Monte Carlo simulation
most recent commit 3 years ago
Symbolicindexinginterface.jl ⭐ 8
A general interface for symbolic indexing of SciML objects used in conjunction with Domain-Specific Languages
most recent commit 3 months ago
Pecann ⭐ 8
PECANNs: Physics and Equality Constrained Artificial Neural Networks
most recent commit a year ago
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