This document describes a cardless ATM system that uses fingerprint and face recognition for user authentication instead of an ATM card. The system captures images of the user's face and fingerprint and uses algorithms like GLCM and Hough transform to analyze the images and verify the user's identity. If verified, the user can conduct banking transactions like withdrawing or depositing money. The system aims to provide more security than traditional card-based ATMs by eliminating the risk of card theft or skimming. It also discusses the technical aspects of the system like image acquisition, processing, feature extraction and matching to implement the biometric authentication.