SYSTEMS AND METHODS FOR MACHINE LEARNING FEATURE GENERATION

    公开(公告)号:US20240177162A1

    公开(公告)日:2024-05-30

    申请号:US18072126

    申请日:2022-11-30

    Applicant: Stripe, Inc.

    CPC classification number: G06Q20/4016

    Abstract: A method and apparatus for generating an ML model may include: generating an ML feature template comprising a first grouping of first ML feature variables and a second grouping of second ML feature variables; generating ML features by combining a respective one of each of the first ML feature variables with a respective one of each of the second ML feature variables; training a first ML model utilizing the ML features and first training data to generate an ML output; analyzing the ML output to determine a prediction accuracy of the ML features; based on the prediction accuracy of the ML features, selecting a subset of the ML features; training a second ML model based on the subset of the ML features and the first training data; and providing a network transaction to the second ML model to generate a classification of the network transaction.

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