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:
May. 21, 2024

Filed:

Dec. 16, 2022
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Prerana Dharmesh Gambhir, San Jose, CA (US);

Sharena M. Pari-Monasch, Union City, CA (US);

Qiong Zhou, Cupertino, CA (US);

Thanh Trung Nguyen, Bellevue, WA (US);

Sarah Ferraro Stein, Sunnyvale, CA (US);

Christine Bumpous, Renton, WA (US);

Daniel M. Cheung, San Francisco, CA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 15/173 (2006.01); H04L 41/16 (2022.01); H04L 43/045 (2022.01); H04L 43/062 (2022.01); H04L 43/067 (2022.01);
U.S. Cl.
CPC ...
H04L 43/067 (2013.01); H04L 41/16 (2013.01); H04L 43/045 (2013.01); H04L 43/062 (2013.01);
Abstract

Described herein are supervised machine learning techniques for generating a first machine learned model, which receives, as input, values for a set of utilization metrics for a server computer and generates, as output, a service-specific health score for the server computer, and for generating a second machine learned model, which receives, as input, values for the volume of application traffic directed to a group of server computers hosting the service for each of several prior time periods and generates, as output, an application traffic forecast for the group of server computers, for a future time period.


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