Generating Goose Faces

I prepared 1000 goose face images from my photos and used Generative Adversarial Networks (GANs) to learn what a goose is supposed to look like and generate random goose faces. The results are not bad! They look pretty realistic if you squint. They also look like some modern art. The aspect ratio of some of the faces are not quite right, because I had to rescale some of the original pictures for them to all have the same size.