公开(公告)号：US20240070484A1

公开(公告)日：2024-02-29

申请号：US17900376

申请日：2022-08-31

Applicant: Stripe, Inc.

Inventor： Ketan SINGH ,  Peter Lofgren ,  Ryan Lee Drapeau ,  Abhishek Jha ,  Anthony Pianta

IPC: G06N5/02

CPC classification number: G06N5/022

Abstract: In an example embodiment, a machine learning training pipeline is introduced that continuously monitors and processes training data having multiple transaction types using a sliding window, adding labels as they are available for the various different types of transactions in the training data. The processed training data, with the appropriate labels added, can then be utilized by any machine learning model that is being onboarded using the pipeline, without any specialized setup being necessary. Further, even if new data is added to the pipeline to aid in the training of a new model (such as data regarding a new payment type), this new data can be processed quickly and added to the existing data without requiring specialized processes by the entity requesting the new machine learning model. This allows the actual training of the new machine learning model to be accomplished very quickly, and deployment to be accomplished even faster.