Invention Grant
- Patent Title: Computer-based systems and methods configured to utilize automating deployment of predictive models for machine learning tasks
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Application No.: US16511611Application Date: 2019-07-15
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Publication No.: US10853418B1Publication Date: 2020-12-01
- Inventor: Chen Wu
- Applicant: Capital One Services, LLC
- Applicant Address: US VA McLean
- Assignee: Capital One Services, LLC
- Current Assignee: Capital One Services, LLC
- Current Assignee Address: US VA McLean
- Agency: Greenberg Traurig, LLP
- Main IPC: G06F15/18
- IPC: G06F15/18 ; G06F16/84 ; G06N5/04 ; G06N20/00 ; G06K9/62 ; G06N3/08 ; G06F16/906 ; G06F16/907 ; G06F16/9535

Abstract:
A method includes obtaining feature generation code from, which is configured to determine features relating to input data. The method further includes obtaining data grouping code, which is configured to generate training data by determining a plurality of data groupings for the features relating to the input data. The method further includes obtaining modeling code, which is derived at least in part by applying one or more machine learning algorithms to the training data. The method further includes applying a model wrapper code to the feature generation code, the data grouping code, and the modeling code to generate a model wrapper and deploying the model wrapper such that the model wrapper may receive a first application programming interface (API) call including an input data value, determine a score relating to the input data value, and send a second API call including the score in response to the first API call.
Information query