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classactivationmap

Class Activation Map(CAM) - Explainable AI

controlsystems

Example of control simulations

crank-nicolson-2d

Crank-Nicolson method for the heat equation in 2D

csvd

Clustered Singular Value Decomposition (cSVD)

cur

Dimensionality reduction using CUR decomposition

cutout

CutOut data augmentation

deepkmeans

Deep k-means (Autoencoder + k-means clustering)

deepvisualization

Deep Visualization(maximizing activation of filters)

disturbmethods

Noisy Regularization

disturbvalue

DisturbValue: a regularization method for regressioin tasks

dolfin_navier_scipy

python module for extracting the system matrices of the fenics fem discretization of (linearized) Navier-Stokes equations and feeding back computed data for visualization

efficientnet-pytorch

A PyTorch implementation of EfficientNet

fcnn

Five-point stencil Convolutional Neural Networks (FCNNs)

femloss

FEM loss based on a mass matrix

fenics-tutorial

Source files and published documents for the FEniCS tutorial.

gpuallencahn

Allen-Cahn Equation

graphneuralnetwork

Graph Neural Networks (GNNs)

hfm

Hidden Fluid Mechanics

icae

individual convolutional autoencoders (iCAEs) for low-dimensional parametrization

idolface

Face type classification

kimy-de

machine-learning-collection

A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)

mixedimages

Mixed images data augmentation

numericalmethods

numerical analysis

pinns

Physics-informed neural networks (PINNs)

yoloboundingboxchecker

Bounding box checker for Yolo-annotated objects

yolov5-pseudolabels

YOLOv5 with PseudoLabels