Identifying personality traits is a crucial aspect of mental healthcare, which may be effectively achieved through integrating deep learning techniques within the field of psychology. Particularly, "personality" distinguishes an individual from others by describing feelings, thinking, and behaviors. Determining the correct personality proposes a good understanding of the individual and supports the psychologist in diagnosing and treating patients. In this assignment, we will develop a machine learning approach to identify personality from the 16 personalities dataset.