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Local device embeddings for automation

Grant US12596961B1 Kind: B1 Apr 07, 2026

Assignee

AMAZON TECHNOLOGIES, INC.

Inventors

Sven Eberhardt, Amir Salimi, Jin Long Lee, Maisie Wang, Akanksha Gupta, Kaustubh Anilkumar Vibhute, Biwei Tao, Caglar Iskender

Abstract

Devices and techniques are generally described for local device embeddings for automation. In various examples, first data representing first state change data for network-connected computing devices configured in communication with a first network may be determined. The first data may be input into a first machine learning model. In some examples, the first machine learning model may generate first embedding data representing a combination of the first data and second data. In some examples, the second data may represent historical state change data for the network-connected devices. In some examples, the first embedding data may be stored in memory. A first action may be performed by a first network-connected device based at least in part on the first embedding data.

CPC Classifications

G06N 3/02 G06N 3/04 G06N 3/044 G06N 3/045 G06N 3/0455 G06N 20/00 G06N 20/10 G06N 20/20 G06F 18/21355 G06F 18/214 G06F 40/20 H04W 4/023

Filing Date

2021-09-30

Application No.

17490343

Claims

20