Popular GitHub Repositories for Dae

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 and automated transformations of differential equations

Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization

Tensorflow implementation of variational auto-encoder for MNIST

Pytorch implementation of BERT4Rec and Netflix VAE.

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.

Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

[MICCAI 2023] DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation

A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented differential equation solvers

A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations

The SciML Scientific Machine Learning Software Organization Website

A PyTorch Lightning-based library for self- and semi-supervised learning on tabular data.

Solves stiff differential algebraic equations (DAE) using variable stepsize backwards finite difference formula (BDF) in the SciML scientific machine learning organization

A component of the SciML scientific machine learning ecosystem for optimal control

Interface to DASKR, a differential algebraic system solver for the SciML scientific machine learning ecosystem

Denoising Autoencoder (DAE) in PyTorch generalized to a generative model.