data augmentation - manduk.ai

Convolutional neural network 4: data augmentation

May 6, 2024March 14, 2020

In the previous three parts of the tutorial, we learned about convolutional networks in detail. We looked at the convolution operation, the convolutional network architecture, and the problem of overfitting. In the classification of the CIFAR-10 dataset we achieved 81% on the test set. To go further we would have to change the architecture of …

Convolutional neural network 3: convnets and overfitting

May 6, 2024January 31, 2020

Convolutional neural network is one of the most effective neural network architecture in the field of image classification. In the first part of the tutorial, we discussed the convolution operation and built a simple densely connected neural network, which we used to classify CIFAR-10 dataset, achieving accuracy of 47%. In the second part of the …