Abstract: In an inverse reinforcement learning-based delivery means detection apparatus and method according to a preferred embodiment of the present invention, an artificial neural network model may be trained by using an actual deliveryman's driving record and imitated driving record, and from a specific deliveryman's driving record, a delivery means of the corresponding deliveryman may be detected by using the trained artificial neural network model, so that a deliveryman suspected of being abusive may be identified.