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Anas Abdelrehim's Projects

datadrivendiffeq.jl icon datadrivendiffeq.jl

Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

deepequilibriumnetworks.jl icon deepequilibriumnetworks.jl

Implicit Layer Machine Learning via Deep Equilibrium Networks, O(1) backpropagation with accelerated convergence.

delaydiffeq.jl icon delaydiffeq.jl

Delay differential equation solvers for the SciML scientific machine learning ecosystem

flux.jl icon flux.jl

Relax! Flux is the ML library that doesn't make you tensor

mfncheck icon mfncheck

Implementation of papers in 100 lines of code.

modelingtoolkit.jl icon modelingtoolkit.jl

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

neuraloperators.jl icon neuraloperators.jl

learning the solution operator for partial differential equations in pure Julia.

odeinterfacediffeq.jl icon odeinterfacediffeq.jl

Adds the common API onto ODEInterface classic Fortran methods for the SciML Scientific Machine Learning organization

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)

quasimontecarlo.jl icon quasimontecarlo.jl

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.ai icon sciml.ai

The SciML Scientific Machine Learning Software Organization Website

stiff-net.jl icon stiff-net.jl

In progress implementation of using stiff solvers as a means for NNs to update it's weights and learn stiff dynamics

stochasticdiffeq.jl icon stochasticdiffeq.jl

Solvers for stochastic differential equations which connect with the scientific machine learning (SciML) ecosystem

sundials.jl icon sundials.jl

Julia interface to Sundials, including a nonlinear solver (KINSOL), ODE's (CVODE and ARKODE), and DAE's (IDA) in a SciML scientific machine learning enabled manner

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