This work was presented at the 38th edition of the International Electric Propulsion Conference (hashtag#IEPC2024). It explores the use of machine learning for propellant discovery. The goal is to predict if a given ionic liquid could serve as good propellant for electrospray thrusters that are used for micropropulsion of satellites in space missions.