Some drivers have the most effective intentions to keep away from working a vehicle whereas impaired to a level of changing into a safety threat to themselves and those around them, nonetheless it can be troublesome to correlate the quantity and kind of a consumed intoxicating substance with its effect on driving talents. Additional, in some cases, the intoxicating substance would possibly alter the user's consciousness and stop them from making a rational choice on their own about whether they're match to operate a vehicle. This impairment knowledge may be utilized, together with driving knowledge, as coaching knowledge for a machine studying (ML) mannequin to train the ML mannequin to foretell excessive risk driving based mostly no less than partially upon observed impairment patterns (e.g., patterns referring to an individual's motor capabilities, resembling a gait