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:
Jul. 12, 2016
Filed:
Dec. 30, 2013
Google Inc., Mountain View, CA (US);
Yoram Singer, Palo Alto, CA (US);
Tal Shaked, Los Altos, CA (US);
Tushar Deepak Chandra, Los Altos, CA (US);
Tze Way Eugene Ie, San Francisco, CA (US);
James Vincent McFadden, San Francisco, CA (US);
Jeremiah Harmsen, San Jose, CA (US);
Kristen Riedt LeFevre, San Francisco, CA (US);
Google Inc., Mountain View, CA (US);
Abstract
Systems and techniques are disclosed for training a machine learning model based on one or more regularization penalties associated with one or more features. A template having a lower regularization penalty may be given preference over a template having a higher regularization penalty. A regularization penalty may be determined based on domain knowledge. A restrictive regularization penalty may be assigned to a template based on determining that a template occurrence is below a stability threshold and may be modified if the template occurrence meets or exceeds the stability threshold.