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Vedant Puri's Projects

kolmogorovarnold.jl icon kolmogorovarnold.jl

Julia implementation of the Kolmogorov-Arnold network with custom gradients for fast training.

krylov.jl icon krylov.jl

A Julia Basket of Hand-Picked Krylov Methods

lux.jl icon lux.jl

Explicitly Parameterized Neural Networks in Julia

mfem icon mfem

Lightweight, general, scalable C++ library for finite element methods

nek5000tools icon nek5000tools

Some tools that I have created for Nek5000.. See the README in each folder for details.

nektools icon nektools

Turbulence budgets and post-processing routines for NEK5000

neuralpde.jl icon neuralpde.jl

Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

neuralroms.jl icon neuralroms.jl

SNF-ROM: Projection-based nonlinear reduced order modeling with smooth neural fields

ordinarydiffeq.jl icon ordinarydiffeq.jl

High performance differential equation solvers for ordinary differential equations, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

probnumdiffeq.jl icon probnumdiffeq.jl

Probabilistic Numerical Differential Equation solvers via Bayesian filtering and smoothing

recursivearraytools.jl icon recursivearraytools.jl

Tools for easily handling objects like arrays of arrays and deeper nestings in scientific machine learning (SciML) and other applications

scimlsensitivity.jl icon scimlsensitivity.jl

A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.

spec icon spec

Spectral Element MATLAB Code

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