Meow Generator

@machinelearnbot 

I experimented with generating faces of cats using Generative adversarial networks (GAN). So I doubt that training a cat generator with 5 layers and 128 hidden nodes would be much of a problem. LSGAN is a slightly different approach where we try to minimize the squared distance between the Discrimination output and its assigned label; they recommend using: 1 for real images, 0 for fake images in Discriminator update and then 1 for fake images in Generator update.