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:
Sep. 29, 2026
Filed:
Feb. 04, 2021
Microsoft Technology Licensing, Llc, Redmond, WA (US);
Kirill Talanine, Sunnyvale, CA (US);
Konstantin Salomatin, San Francisco, CA (US);
Arjun K. Kulothungun, San Francisco, CA (US);
Huseyin Baris Ozmen, San Francisco, CA (US);
Linda Fayad, San Francisco, CA (US);
Gungor Polatkan, San Jose, CA (US);
Deepak Kumar Dileep Kumar, Mountain View, CA (US);
Microsoft Technology Licensing, LLC, Redmond, WA (US);
Abstract
In an example embodiment, a fully automated process is provided for frequent model retraining and redeployment of a machine learned model trained to output a prediction of how likely it is that a candidate is qualified for a particular job posting. Model quality verification is provided by maintaining a snapshot of a baseline model and automatically comparing it to a proposed model by performing various metrics on the models by testing the models using a holdout data set that includes only data that was not used during the training process. Overlap between data in the holdout set used during retraining and the training set used during initial training is prevented by splitting each dataset using a hash on certain fields of the data.