You are an ML engineer at a bank that has developed a mobile application. Management has tasked you with implementing a machine learning-based biometric authentication system for the app that verifies a customer’s identity using their fingerprint. It is important to note that fingerprints are highly sensitive personal information and cannot be downloaded or stored in the bank's databases due to privacy concerns. Given these requirements, which learning strategy would be most appropriate for training and deploying this machine learning model?