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:
Aug. 08, 2023

Filed:

Mar. 12, 2019
Applicant:

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

Inventors:

Rahul Nigam, Bothell, WA (US);

Andrei Nicolae, Bellevue, WA (US);

Mark Raymond Gilbert, Issaquah, WA (US);

Vinod Mukundan Menon, Bothell, WA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2023.01); G06F 11/30 (2006.01); G06N 3/088 (2023.01); G06F 18/21 (2023.01); G06F 18/2431 (2023.01); G06N 20/20 (2019.01); G06N 20/10 (2019.01);
U.S. Cl.
CPC ...
G06F 11/302 (2013.01); G06F 18/21 (2023.01); G06F 18/2431 (2023.01); G06N 3/04 (2013.01); G06N 3/088 (2013.01); G06N 20/10 (2019.01); G06N 20/20 (2019.01);
Abstract

In non-limiting examples of the present disclosure, systems, methods and devices for detecting and classifying service issues associated with a cloud-based service are presented. Operational event data for a plurality of operations associated with the cloud-based application service may be monitored. A statistical-based unsupervised machine learning model may be applied to the operational event data. A subset of the operational event data may be tagged as potentially being associated with a code regression, wherein the subset comprises a time series of operational event data. A neural network may be applied to the time series of operational event data, and the time series of operational event data may be flagged for follow-up if the neural network classifies the time series as relating to a positive code regression category.


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