Gesture Based - Touchless ATM demonstrates a novel way of interacting with ATM machines without the user having to physically touch any part of it. It aims to eliminate the risk of transmission of infectious diseases - such as COVID-19 - that spread through touch. In this project, the need of physical identification devices such as bank cards is eliminated by making use of Facial Recognition - user is identified based on their face. The project eliminates the need of physical touch by making use of Hand Tracking and Hand Detection. It recognises virtual click inflicted by fingertip position and takes action accordingly. For better understanding and visual demo, please follow GitHub link of the project.