Artists and researchers are automating many parts of sound design work by using sophisticated algorithms from machine learning and music information retrieval. This chapter explores different types of generative systems that aim towards creating artificial soundscapes for video game, animation and virtual reality sound designs. By being familiarized with a formalism of the sound design process, the reader is given the opportunity to reflect on how creative tasks are simplified and the possibility of designing algorithms for automating those tasks.