predictions were correct this is easier to interpret than categorical cross entropy scores so it's nice to print it out and see how the model is doing our raw data is broken into a directory of training data and a directory of validation data within each of those we have one subdirectory for the urban pictures and another for the rural pictures caris provides a great tool for working with images grouped into directories by their label this is the image data generator there's two steps to using image data generator first