The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Apr. 01, 2025
Filed:
Apr. 15, 2020
Amazon Technologies, Inc., Seattle, WA (US);
Jonas Mueller, San Francisco, CA (US);
Tatsuya Arai, Los Altos Hills, CA (US);
Abhi Vinayaka Sharma, Mountain View, CA (US);
Ryan Matthew Brand, New York, NY (US);
Yohei Nakayama, San Francisco, CA (US);
Nick Dean Erickson, Seattle, WA (US);
Hang Zhang, San Carlos, CA (US);
Mu Li, Union City, CA (US);
Alexander Johannes Smola, Sunnyvale, CA (US);
Amazon Technologies, Inc., Seattle, WA (US);
Abstract
Techniques for code-free automated machine learning (ML) are described. Users can train high-quality ML models and pipelines without necessarily needing to write code by providing a training dataset to a code-free machine learning service. The service may deploy an ML orchestration function and a storage location on behalf of a user. When a modification is made to the storage bucket, such as by the user providing a training dataset, the orchestration function is invoked and can automatically initiate an AutoML process using at least the training data to train multiple ML model variants. The resultant ML model(s) and associated metrics can be provided to the user, deployed behind an endpoint, and/or used to generate inferences.