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Attempt to speed Randomized SVD(Singular Value Decomposition) Using pytorch and it's gnu capabilities.

Jupyter Notebook 17 6 Updated Jun 29, 2018

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

Python 155 37 Updated Oct 12, 2021

ROM for convective-dominated models with applications to space weather.

Jupyter Notebook 7 Updated Aug 16, 2022
Jupyter Notebook 7 4 Updated May 25, 2024

Immersed Boundary Projection Method

C++ 98 47 Updated Mar 21, 2020

Truncated SVD by implicitly restarted Lanczos bidiagonalization for Python Numpy

Python 58 13 Updated Apr 30, 2023

PyTorch implementations of Learning Mesh-based Simulation With Graph Networks

Python 126 28 Updated Sep 21, 2022

Public tutorials of using Flow Forecast for forecasting and classifying time series data

Jupyter Notebook 39 8 Updated May 5, 2024

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

Python 1,971 288 Updated Jul 24, 2024

Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting (NeurIPS 2019)

Jupyter Notebook 521 99 Updated Feb 19, 2023

Temporal Fusion Transformers for Tensorflow 2.x

Python 151 77 Updated Jul 28, 2023

Boundary Equibilibrium Generative Adversarial Networks Implementation in Tensorflow

Python 209 43 Updated Mar 12, 2021

Tensorflow implementation of "BEGAN: Boundary Equilibrium Generative Adversarial Networks"

Python 923 241 Updated Mar 26, 2018

Physics-Informed Neural networks for Advanced modeling

Python 332 62 Updated Jul 27, 2024

Mathematical interdisciplinary toolbox for helping engineers, researchers and scientist

C++ 16 13 Updated Jul 23, 2024

Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations

Python 260 161 Updated Jul 30, 2022
Python 9 2 Updated Jul 23, 2024

Multi-fidelity reduced-order surrogate modeling

Jupyter Notebook 10 5 Updated Sep 23, 2023

This repository contains implementations and illustrative code to accompany DeepMind publications

Jupyter Notebook 12,981 2,554 Updated Jul 25, 2024

Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.

Python 14 5 Updated Sep 7, 2023

tfts: Time Series Deep Learning Models in TensorFlow

Python 810 162 Updated Jul 25, 2024

A brief tutorial on the Wasserstein auto-encoder

Jupyter Notebook 83 20 Updated Dec 13, 2018

A Collection of Variational Autoencoders (VAE) in PyTorch.

Python 6,312 1,046 Updated Jun 13, 2024

Wasserstein Auto-Encoders

Python 504 90 Updated Jun 28, 2018

Official implementation of Dynamical VAEs

Python 207 38 Updated Apr 5, 2023

training β-VAE by Aggregating a Learned Gaussian Posterior with a Decoupled Decoder

Python 3 Updated Oct 11, 2022

Extended Dynamic Mode Decomposition for system identification from time series data (with dictionary learning, control and streaming options). Diffusion Maps to extract geometric description from d…

Python 23 2 Updated Jul 14, 2024

Disentanglement library for PyTorch

Python 270 30 Updated May 8, 2022

Unifying Variational Autoencoder (VAE) implementations in Pytorch (NeurIPS 2022)

Python 1,737 161 Updated Jul 17, 2024
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