One of the greatest promises of deep learning has been the advent of generated media. This is largely because generated media is one of the, currently, most easily monetized solutions that is offered by these frameworks. Generated media, regardless of format be it video, audio, text or others, has the potential to be translated into content for a plethora of different purposes. By harnessing this creative power, we can automate a huge portion of the creative process on associated tasks, and the technology has no reached the point that this content can even be sometimes indistinguishable from content made by true human actors. This is particularly true for NLP and computer vision related tasks.