computer vision problems involve similar low-level visual patterns so we'll reuse most of the pre trained ResNet model and just replace that final layer that was used to make predictions some layers before that in the pre trained model may identify features like roads buildings windows open fields etc will drop in a replacement for the last layer of the rezident model this new last layer will predict whether an image is rural or urban based on the results of that previous layer let's look at this a little closer here we see that the