Table of Contents Introduction The data Theory WAE-GAN WAE-MMD Experiments details Architechtures Prior Latent space dimensionality Adversarial training Cost function Hyperparameters Results Random Generation Reconstruction Introduction This is a project I started working on for my Machine Learning class.