IEEE

A Survey on Deep Neural Network Pruning: Taxonomy, Comparison, Analysis, and Recommendations

Abstract: Modern deep neural networks, particularly recent large language models, come with massive model sizes that require significant computational and storage ...
GitHub

RandONets - MATLAB Code (J. Comp. Phys). RandONets (Random projection-based Operator Networks) is a MATLAB implementation designed for learning efficiently linear and nonlinear ...

We present a machine learning method based on random projections with Johnson-Lindenstrauss (JL) and/or Rahimi and Recht (2007) Random Fourier Features (RFFN) for efficiently learning linear and ...
IEEE

Distributed Neural Network Controller Based on Feature Enhancement With Flexible Time Prescribed Performance for Multi-UAV Swarms

Abstract: This article focuses on the design of a distributed neural network controller to address the unknown disturbance and error convergence problems in multiple ...
GitHub

Deep Learning Image Classifier App

This repo contains an App Designer app for training an image classification deep neural networks in MATLAB. Using this app, you can: Import data and apply standard augmentations. Choose a pretrained ...