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:
Feb. 23, 2021
Filed:
Jul. 21, 2020
Sift Science, Inc., San Francisco, CA (US);
Fred Sadaghiani, San Francisco, CA (US);
Sift Science, Inc., San Francisco, CA (US);
Abstract
Systems and methods for implementing an interpretive proxy model includes evaluating a deep learning model; estimating a subset of a plurality of distinct algorithmic features of the deep learning model as leading contributors of a subject predictive output of the deep learning model; constructing a proxy model using algorithmic features of the deep learning model within the subset of the plurality of distinct algorithmic features; training the proxy model to mirror predictive outputs of the deep learning model; deploying the proxy model alongside the deep learning model based on a completion of the training; and in response to a same input to both the deep learning model and the proxy model, exposing: (1) a predictive output of the deep learning model, and (2) an explanation of the predictive output of the deep learning model based on leading contributing algorithmic features of the proxy model.