Patent ID: 11893324
Assignee: STARKEY LABORATORIES, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G  H | IPC G  H

Claim 17:
18. A computing device comprising:
one or more data storage devices configured to store a machine-learned (ML) model; and
one or more processors configured to:
train the ML model to generate a representation of an ear-wearable device for a target ear canal, wherein train the ML model comprises:
receive a data set that includes a representation of a historic ear impression and a corresponding target representation of an ear-wearable device;
provide the historic ear impression to the ML model, wherein the ML model is configured to output a generated representation of the ear-wearable device:
apply a cost function to the output of the ML model to determine a cost, wherein the cost function includes a weighted mean square error of deviations of the generated representation of the ear-wearable device and the target representation of the ear-wearable device; and
update model parameters of the ML model based on the cost;

receive a representation of a target ear canal of a user; and
apply a machine-learned model to generate a representation of an ear-wearable device for the target ear canal, wherein input to the machine-learned model includes the representation of the target ear canal of the user and representations of one or more internal components of the ear-wearable device.