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US Patent 11256555 Automatically scalable system for serverless hyperparameter tuning

Patent 11256555 was granted and assigned to Capital One on February, 2022 by the United States Patent and Trademark Office.

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Is a
Patent
Patent

Patent attributes

Patent Applicant
Capital One
Capital One
Current Assignee
Capital One
Capital One
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11256555
Date of Patent
February 22, 2022
Patent Application Number
16172223
Date Filed
October 26, 2018
Patent Citations Received
‌
US Patent 11368521 Utilizing reinforcement learning for serverless function tuning
‌
US Patent 11640561 Dataset quality for synthetic data generation in computer-based reasoning systems
0
Patent Primary Examiner
‌
Li B. Zhen
Patent abstract

A scalable system and method for completing a model task using a serverless architecture is disclosed. The system may include a model optimizer having one or more memory units for storing instructions and one or more processors. The method may include receiving a request to complete a model task, and retrieving a stored model and a first hyperparameter based on the request. The method may include provisioning first computing resources to a development instance configured to train the retrieved model based on the first hyperparameter and the model task. The method may include receiving, from the development instance, a trained model and a performance metric. The method may include receiving, from a different development instance, a different performance metric associated with a different model, and terminating the development instance based on a determination that the termination condition is satisfied.

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