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US Patent 11475239 Solution to end-to-end feature engineering automation

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Is a
Patent
Patent

Patent attributes

Patent Applicant
PayPal
PayPal
Current Assignee
PayPal
PayPal
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11475239
Date of Patent
October 18, 2022
Patent Application Number
16691294
Date Filed
November 21, 2019
Patent Citations
‌
US Patent 11321771 System and method for detecting unseen overdraft transaction events
‌
US Patent 10217052 Evaluating feature vectors across disjoint subsets of decision trees
‌
US Patent 10346757 Systems and methods for parallelizing Bayesian optimization
‌
US Patent 10454958 System and method for assessing cybersecurity awareness
‌
US Patent 11348121 Multi-source anomaly detection and automated dynamic resolution system
Patent Primary Examiner
‌
Manav Seth
CPC Code
‌
G06K 9/623
‌
G06K 9/6257
‌
G06K 9/6264
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G06N 20/00

Aspects of the present disclosure involve systems, methods, devices, and the like for an end-to-end solution to auto-identifying features. In one embodiment, a novel architecture is presented that enables the identification of optimal features and feature processes for use by a machine learning model. The novel architecture introduces a feature orchestrator for managing, routing, and retrieving the data and features associated with analytical job request. The novel architecture also introduces a feature store designed to identify, rank, and store the features and data used in the analysis. To aid in identifying the optimal features and feature processes, a training system may also be included in the solution which can perform some of the training and scoring of the features.

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