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Some drivers have the best intentions to keep away from working a automobile while impaired to a level of becoming a security threat to themselves and those round them, nevertheless it can be troublesome to correlate the quantity and kind of a consumed intoxicating substance with its effect on driving talents. Further, in some situations, the intoxicating substance would possibly alter the consumer's consciousness and prevent them from making a rational choice on their very own about whether they are match to function a vehicle. This impairment data can be utilized, in combination with driving knowledge, as coaching information for a machine studying (ML) model to practice the ML mannequin to foretell high risk driving based no less than partly upon observed impairment patterns (e.g., patterns referring to a person's motor features, akin to a gait
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