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. 21, 2023

Filed:

Jul. 19, 2021
Applicant:

Myfitnesspal, Inc., San Francisco, CA (US);

Inventors:

Wenzhe Xue, San Francisco, CA (US);

Hesamoddin Salehian, San Francisco, CA (US);

Patrick Howell, San Francisco, CA (US);

Assignee:

MyFitnessPal, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 3/04 (2006.01); G16H 20/60 (2018.01); G16H 40/67 (2018.01); G16H 20/30 (2018.01); G06F 40/35 (2020.01); G06F 40/56 (2020.01); G06F 16/35 (2019.01); G06N 20/00 (2019.01); G06F 40/232 (2020.01); G06F 40/284 (2020.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 16/35 (2019.01); G06F 16/353 (2019.01); G06F 16/355 (2019.01); G06F 40/232 (2020.01); G06F 40/284 (2020.01); G06F 40/35 (2020.01); G06F 40/56 (2020.01); G06N 3/0445 (2013.01); G06N 20/00 (2019.01); G16H 20/30 (2018.01); G16H 20/60 (2018.01); G16H 40/67 (2018.01);
Abstract

A method of operating a health tracking system is disclosed. The method comprises: receiving a first data record comprising at least a first descriptive string regarding a consumable item, the first descriptive string having at least one word thereof incorrectly spelled; generating a vector using the first descriptive string using a machine learning model; identifying a second descriptive string which corresponds to the consumable item and which has a correct spelling of the at least one incorrectly spelled word by applying the machine learning model to the generated vector; calculating a confidence factor regarding the identified second descriptive string using the machine learning model; and when it is determined that the confidence factor exceeds a predetermined threshold, (i) modifying the first data record by replacing the first descriptive string with the second descriptive string, and (ii) storing the modified first data record in the database.


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