Follow up CIFAR-10 Classification using Aladdin Persson VGG implementation modified fully connected layer and using cross entropy loss and stochastic gradient descent.
Aladdin's git. https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_vgg_implementation.py
VGG Paper https://arxiv.org/abs/1409.1556