Cats vs. Dogs is a question in the Kaggle big data competition in a certain year. It uses a given dataset to use an algorithm to identify cats and dogs. The dataset includes a training set and a test set. The training set contains 12,500 pictures of cats and dogs in order, and the test set contains 12,500 mixed and random pictures of cats and dogs.