Abstract: A device to extract a unique recognition vector from a user has a sensor generating an electrical signal responsive to one of: muscle, skin or brain activity of the user. A spectral conversion mechanism converts the electrical signal into a spectral image. A machine learning device converts the spectral image into a recognition vector associated with the user.