A. The flow method in ImageDataGenerator takes input data and their corresponding labels directly from memory. On the other hand, the flow_from_directory method reads the input data and labels from a directory structure. The latter is useful when dealing with large datasets where images are organized in folders representing their respective classes, making it easier to load and process the data in batches.