The present invention discloses a system and a process for rapidly detecting drowsiness in a individual operating a machine. The system can capture a plurality of facial images of the individual and compare one or more facial parameters from the images to a plurality of stored high priority sleepiness facial actions that are in a prioritized action database. Based on the comparison, a current level of sleepiness can be determined for the individual and an actuator can be actuated in order to alert the individual and possibly any other individuals that may be in the vicinity.