Abstract: The present invention relates to methods, computer program products and computing devices for calibrating a Digital Twin for an autonomous vehicle using machine learning and to the use of the calibrated Digital Twin to both tune at least one controller, navigation algorithms and/or guidance algorithms for an autonomous vehicle using machine learning and to optimising a vehicle shape of an autonomous vehicle using machine learning.