The ability to generate high quality novel images has been the target of extensive research in the deep learning and computer vision field. The promise of simply describing an image using natural language, and a tool generates high quality images that are faithful to that description is .. mind blowing. Importantly, this could supercharge creativity everyone!! Think futuristic photoshop.Well .. that technology is already here!In this newsletter, I'll walk through some examples of how a recent class of machine learning models (diffusion models) can be used in generating compelling images.Hint: the images below were generated by a model purely based on text.