The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Oct. 08, 2024

Filed:

Jan. 07, 2022
Applicant:

Oracle International Corporation, Redwood Shores, CA (US);

Inventors:

Xin Xu, San Jose, CA (US);

Suman Mallapura Somasundar, Sunnyvale, CA (US);

Vishal Vishnoi, Redwood City, CA (US);

Xinwei Zhang, Redwood City, CA (US);

Ping L. Lin, Foster City, CA (US);

Assignee:

Oracle International Corporation, Redwood Shores, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 30/19 (2022.01); H04L 51/02 (2022.01);
U.S. Cl.
CPC ...
G06V 30/19113 (2022.01); G06V 30/19147 (2022.01); H04L 51/02 (2013.01);
Abstract

A training request including an identifier that is indicative of a type of a machine learning (ML) model that is to be trained is received. A plurality of workers are maintained in a training pool, and a plurality of jobs are maintained in a queue of training jobs. Each worker is configured to train a particular type of ML model. Upon the training request being validated, a training job is created for the request and submitted to the queue of training jobs. For each type of ML model, a first metric and a second metric is obtained. A target metric is computed based on the first and the second metrics. The number of workers included in the training pool is modified based on the target metric.


Find Patent Forward Citations

Xu, Xin. (2024). Usage based resource utilization of training pool for chatbots (U.S. Patent No. 12112560). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12112560

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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