Asteroids and comets are potentially hazardous objects that maymake close approaches and enter into Earth's orbit. Detecting andtracking asteroids and comets is a global challenge. Machine learningand deep learning are powerful tools that can be used to observe suchhazardous objects early to protect our planet from any future impact.In this paper, we attempt to present a concise review on usingmac...