AI-powered edge-level fleet camera system for DSM with Deep-Learning technology can support drowsiness/attention warning and seat-belt reminder as well as periodic event data and video footage transfer. DSM offers robust Drowsiness and Distraction Warnings because of its deep learning algorithm implementing face recognition even at various vehicle environments such as sunlight, night and driver's face wears like mask, hat and sunglasses. It detects and calculates head position detection (x, y, z), face direction detection, yawns, pitch, rolls, eye opening/closing and mouth opening/closing.