Generative deep learning models look at learning data distributions to be able to reconstruct similar types of data from scratch. Generative art aims to explore and utilise generative models to create new art, generating abstract paintings or even Pokémon! Generative Adversarial Networks (GANs) are the most traditional and well-known types of generative models. However, a relatively newer class of generative models called diffusion models have shown great promise and has been rising in popularity.