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:
Mar. 31, 2026

Filed:

Jun. 21, 2023
Applicant:

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

Inventors:

Shashi Anand Babu, Foster City, CA (US);

Raghuram Venkatasubramanian, Cupertino, CA (US);

Neel Madhav, Palo Alto, CA (US);

Herve Mazoyer, Oakland, CA (US);

Daren Race, Alameda, CA (US);

Arun Kumar Kalyaana Sundaram, Milpitas, CA (US);

Lasya Priya Thilagar, San Mateo, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/046 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/046 (2013.01);
Abstract

The present disclosure relates generally to an integrated machine learning platform. The machine learning platform can convert machine learning models with different schemas into machine learning models that share a common schema, organize the machine learning models into model groups based on certain criteria, and perform pre-deployment evaluation of the machine learning models. The machine learning models in a model group can be evaluated or used individually or as a group. The machine learning platform can be used to deploy a model group and a selector in a production environment, and the selector may learn to dynamically select the model(s) from the model group in the production environment in different contexts or for different input data, based on a score determined using certain scoring metrics, such as certain business goals.


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