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

Claim 3:
4. A computer-implemented method, comprising:
in association with a delivery of an item by a delivery driver, accessing peripheral device data generated by at least one sensor of at least one peripheral device;
determining, through execution of a machine learning routine, a current activity of the delivery driver, wherein the peripheral device data is provided as an input to the machine learning routine;
automatically transitioning a client application executing on a client device associated with the delivery driver between a plurality of states based on the current activity 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.