kimy-de

gpuallencahn

Allen-Cahn Equation

pinns

Physics-informed neural networks (PINNs)

YOLOv5-PseudoLabels

YOLOv5 with PseudoLabels

crank-nicolson-2d

Crank-Nicolson method for the heat equation in 2D

HFM

Hidden Fluid Mechanics

fcnn

Five-point stencil Convolutional Neural Networks (FCNNs)

DeepkMeans

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

DeepVisualization

Deep Visualization(maximizing activation of filters)

DisturbMethods

Noisy Regularization

GraphNeuralNetwork

Graph Neural Networks (GNNs)

MixedImages

Mixed images data augmentation

ClassActivationMap

Class Activation Map(CAM) - Explainable AI

controlsystems

Example of control simulations

CutOut

CutOut data augmentation

csvd

Clustered Singular Value Decomposition (cSVD)

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

FEMloss

FEM loss based on a mass matrix

fenics-tutorial

Source files and published documents for the FEniCS tutorial.

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 :)

numericalmethods

numerical analysis

YoloBoundingBoxChecker

Bounding box checker for Yolo-annotated objects