This document discusses biometric authentication using facial recognition technology in automated teller machines (ATMs). It provides an introduction to biometrics and how facial recognition works by measuring distinct facial features to create a unique numerical code or "faceprint". The document also outlines the process of biometric systems from data collection and transmission to decision making. It discusses some applications of biometrics like access control and benefits like increased reliability but also challenges like costs. In conclusion, it proposes using facial recognition in ATMs to provide more secure authentication while reducing fraudulent activities compared to traditional authentication methods.