公开(公告)号：US11316709B2

公开(公告)日：2022-04-26

申请号：US16154466

申请日：2018-10-08

Applicant: Google LLC

Inventor： Benjamin Brown ,  Da Huang ,  Christopher Conover ,  Lisa Williams ,  Henry Chung

IPC: G06F16/2457 ,  H04L12/28

Abstract: Various arrangements for integrating control of multiple cloud-based smart-home devices are presented. Registration information may be received for a first and second smart-home device that are controlled using different cloud-based server systems. A determination may be made that that the first smart-home device and the second smart-home device share a common function. The first smart-home device and the second smart-home device may be assigned to a common operating characteristic group based on the common function being shared by the first smart-home device and the second smart-home device. A control element may be provided that allows for control of smart-home devices with the common operating characteristic group. The control element may control the common function at the first smart-home device via the first cloud-based server system and at the second smart-home device via the second cloud-based server system.

公开(公告)号：US20240187276A1

公开(公告)日：2024-06-06

申请号：US18436651

申请日：2024-02-08

Applicant: Google LLC

Inventor： Benjamin Brown ,  Da Huang ,  Christopher Conover ,  Lisa Williams ,  Henry Chung

IPC: H04L12/28 ,  G06F16/2457

CPC classification number: H04L12/2814 ,  G06F16/24573 ,  H04L12/2809 ,  H04L12/282 ,  H04L2012/2847

Abstract: Various arrangements for integrating control of multiple cloud-based smart-home devices are presented. Registration information may be received for a first and second smart-home device that are controlled using different cloud-based server systems. A determination may be made that that the first smart-home device and the second smart-home device share a common function. The first smart-home device and the second smart-home device may be assigned to a common operating characteristic group based on the common function being shared by the first smart-home device and the second smart-home device. A control element may be provided that allows for control of smart-home devices with the common operating characteristic group. The control element may be used to control the common function.

公开(公告)号：US20230359895A1

公开(公告)日：2023-11-09

申请号：US18313291

申请日：2023-05-05

Applicant: Google LLC

Inventor： Xiangning Chen ,  Chen Liang ,  Da Huang ,  Esteban Alberto Real ,  Yao Liu ,  Kaiyuan Wang ,  Yifeng Lu ,  Quoc V. Le

IPC: G06N3/08

CPC classification number: G06N3/08

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network to perform a machine learning task using a momentum and sign based optimizer.

公开(公告)号：US20220224557A1

公开(公告)日：2022-07-14

申请号：US17709077

申请日：2022-03-30

Applicant: Google LLC

Inventor： Benjamin Brown ,  Da Huang ,  Christopher Conover ,  Lisa Williams ,  Henry Chung

IPC: H04L12/28 ,  G06F16/2457

Abstract: Various arrangements for using captured voice to generate a custom interface controller are presented. A vocal recording from a user may be captured in which a spoken command and multiple smart-home devices are indicated. One or more common functions that map to the multiple smart-home devices may be determined. A custom interface controller may be generated that controls the one or more common functions of each smart-home device of the multiple smart-home devices.

公开(公告)号：US20240112027A1

公开(公告)日：2024-04-04

申请号：US18477546

申请日：2023-09-28

Applicant: Google LLC

Inventor： Yanqi Zhou ,  Yanping Huang ,  Yifeng Lu ,  Andrew M. Dai ,  Siamak Shakeri ,  Zhifeng Chen ,  James Laudon ,  Quoc V. Le ,  Da Huang ,  Nan Du ,  David Richard So ,  Daiyi Peng ,  Yingwei Cui ,  Jeffrey Adgate Dean ,  Chang Lan

IPC: G06N3/08

CPC classification number: G06N3/08

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing neural architecture search for machine learning models. In one aspect, a method comprises receiving training data for a machine learning, generating a plurality of candidate neural networks for performing the machine learning task, wherein each candidate neural network comprises a plurality of instances of a layer block composed of a plurality of layers, for each candidate neural network, selecting a respective type for each of the plurality of layers from a set of layer types that comprises, training the candidate neural network and evaluating performance scores for the trained candidate neural networks as applied to the machine learning task, and determining a final neural network for performing the machine learning task based at least on the performance scores for the candidate neural networks.

公开(公告)号：US20220180207A1

公开(公告)日：2022-06-09

申请号：US17211200

申请日：2021-03-24

Applicant: Google LLC

Inventor： Chen Liang ,  Da Huang ,  Yifeng Lu

IPC: G06N3/08 ,  G06N3/04

Abstract: Provided is an end-to-end pipeline (e.g., which may be implemented in TensorFlow) which leverages a specialized search space to generate custom models which provide improved time series prediction.

公开(公告)号：US20250156715A1

公开(公告)日：2025-05-15

申请号：US18839379

申请日：2022-12-27

Applicant: Google LLC

Inventor： Da Huang ,  Chengrun Yang ,  Pieter-Jan Kindermans ,  Hanxiao Liu ,  Quoc V. Le ,  Madeleine Richards Udell ,  Yifeng Lu ,  Gabriel Mintzer Bender

IPC: G06N3/082

Abstract: Provided are neural architecture search techniques that have improved computational efficiency via performance of an initial constraint evaluation and improved gradient update approach. Further, the proposed approaches provide significant improvements for certain modalities of input data, such as tabular datasets.

公开(公告)号：US11929844B2

公开(公告)日：2024-03-12

申请号：US17709077

申请日：2022-03-30

Applicant: Google LLC

Inventor： Benjamin Brown ,  Da Huang ,  Christopher Conover ,  Lisa Williams ,  Henry Chung

IPC: H04L12/28 ,  G06F16/2457

CPC classification number: H04L12/2814 ,  G06F16/24573 ,  H04L12/2809 ,  H04L12/282 ,  H04L2012/2847

Abstract: Various arrangements for using captured voice to generate a custom interface controller are presented. A vocal recording from a user may be captured in which a spoken command and multiple smart-home devices are indicated. One or more common functions that map to the multiple smart-home devices may be determined. A custom interface controller may be generated that controls the one or more common functions of each smart-home device of the multiple smart-home devices.