You truly can’t spell Artificial Intelligence without ‘Art’. Deep Learning algorithms are being used across art, in paintings, in poems and to compose musical pieces. Our Lab has been training a new GAN architecture known as the Regularized Generative Adversarial Network with a regularization parameter between layers in order to generate images with connected components. RegGAN was able to achieve higher efficiency, capturing the topology better than other GAN networks.