At present, there has been significant progress concerning Artificial Intelligence using Machine Learning for mental health. The advent of Artificial Intelligence has changed every aspect of human society that exhibit intelligent behaviour and can learn, explain and advise their users. Objective of this paper is to facilitate researchers in acquiring an extensive knowledge of artificial intelligence using Machine Learning and its utilisation for mental health, its advancements, challenges and ethical implications.