This blog post provides a tutorial on constructing a convolutional neural network for image classification in PyTorch, leveraging convolutional and pooling layers for feature extraction as well as fully-connected layers for prediction.
https://www.kdnuggets.com/building-a-convolutional-neural-network-with-pytorch