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There are various AI algorithm applications in modern automotive systems: driver monitoring and assistance, autonomous and connected vehicles, vehicle monitoring and predictive maintenance, various signal processing, etc. Implementations on embedded onboard systems impose specific requirements. Some requirements can or must be addressed at the hardware level.