We will start with a deep neural network trained on ImageNet. If you recall from the Overview of transfer learning section, ImageNet is a 1,000 class classifier trained on approximately 1.2 million images. Images of both dogs and cats are both present in the ImageNet dataset, so our target domain is in fact very similar to our source domain in this case.