Patent ID: 11941572
Assignee: AMAZON TECHNOLOGIES, INC.
Field: Digital communication (Electrical engineering)
Classification: CPC G  H | IPC G  H

Claim 16:
17. A system, comprising:
a client device comprising at least one hardware processor; and
a peripheral device comprising at least one sensor and at least one processing circuit configured to:
in association with a delivery of an item by a delivery driver, access peripheral device data generated by the at least one sensor;
determine, through execution of a machine learning routine, a current activity and a current location of the delivery driver using the peripheral device data;
automatically transition a client application executing on the client device associated with the delivery driver between a plurality of states based on the current activity and the current location of the delivery driver; and
wherein:
in an instance in which the current activity indicates that the delivery driver is driving to a delivery destination, the machine learning routine utilizes a first machine learning model;
in an instance in which the current activity indicates that the delivery driver is seeking or retrieving the item from a cargo area of a vehicle, the machine learning routine utilizes a second machine learning model; and
in an instance in which the current activity indicates that the delivery driver is walking to or from a delivery destination to the vehicle, the machine learning routine utilizes a third machine learning model.