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:
Sep. 10, 2019

Filed:

Oct. 25, 2018
Applicant:

Directly Software, Inc., San Francisco, CA (US);

Inventors:

Alex Sherstinsky, Hillsborough, CA (US);

Eugene Mandel, Sebastopol, CA (US);

Assignee:

Directly Software, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G10L 15/06 (2013.01); G10L 15/08 (2006.01); H04M 3/51 (2006.01); G06N 20/00 (2019.01); G06F 16/35 (2019.01);
U.S. Cl.
CPC ...
G10L 15/063 (2013.01); G06F 16/35 (2019.01); G06N 20/00 (2019.01); G10L 15/08 (2013.01); H04M 3/5166 (2013.01);
Abstract

In a crowd sourcing approach, responses to customer service inquiries are provided by routing a subset of the inquiries to an independent group of experts. The customer service inquiries are optionally routed to specific experts based on matches between identified subject matter of the inquiries and expertise of the experts. Embodiments include an expert system configured to identify clusters of inquiries that can be responded to using predetermined response content. A progressive approach to machine learning is disclosed, which combines unsupervised machine learning and supervised machine learning system. Human input used to improve the quality of data generated by the unsupervised machine learning system before that data is used to train the supervised machine learning system.


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