Systems and methods for secure authentication based on machine learning techniques

This invention describes a device that authenticates users, for example, using their biometric information like a face or fingerprint. It works by taking this biometric data and repeatedly changing it until it matches a pre-defined random 'noise' pattern. The system then uses the specific sequence of changes needed to achieve this match as the basis for verifying the user's identity.