mmasden / lda-initialization

Code for linear discriminant initialization

lda-initialization

This github page serves as an online appendix for the paper, "Linear Discriminant Analysis for Feedforward Neural Networks."

Requirements:

Python 3.8.10

tensorflow 2.5.0

numpy

matplotlib

scikit-learn

Test it Yourself:

The file "Fashion MNIST LDAsort" performs LDA sorting on the FashionMNIST data set then trains networks with different hyperparameters using LDA-sorted initial weights and comparing them with randomly-initialized weights.