From streaming, repeated, noisy, and distorted images of the sky, time-domain astronomers are tasked with extracting novel science as quickly as possible with limited and imperfect information. Employing algorithms developed in other fields, we have has already reached important milestones demonstrating the speed and efficacy of using ML in data and ...