This project investigates the application of generative machine learning to descriptions of space. This work was done in VC117 Picturing the Universe as my final project. Generative learning has always fascinated me in the beautiful and surprising images it can create. I see in the near future generative models replacing stock photo websites, generative music, and even one day making movies from scratch. I have trained generative adversial networks from scratch before, but todays pre training models simply preform so well. I used VQGAN model primed with several combinations of space themed words. Below is the video I submitted with my final project. My analytical essay which talks about my thought process can be found in the writing section.