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.
Patent No.:
Date of Patent:
May. 06, 2025
Filed:
Sep. 27, 2019
Applicant:
Amazon Technologies, Inc., Seattle, WA (US);
Inventors:
Andrea Olgiati, Gilroy, CA (US);
Hyunsu Cho, Menlo Park, CA (US);
Rahul Iyer, Redwood City, CA (US);
Laurence Louis Eric Rouesnel, New York, NY (US);
Assignee:
Amazon Technologies, Inc., Seattle, WA (US);
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2018.12); G06F 16/16 (2018.12);
U.S. Cl.
CPC ...
G06N 20/00 (2018.12); G06F 16/164 (2018.12);
Abstract
Techniques for adaptive machine learning training via in-flight feature modification are described. A training monitor captures training data during the training of a machine learning model, and a metric generator creates metrics such as feature importance metrics based on the data. A rule evaluation engine determines whether any modification conditions are met for any of the features based on the metrics, and based on such a determination can cause the in-flight training job to be modified.