Code-free automated machine learning

Number of patents in Portfolio can not be more than 2000

United States of America

PATENT NO 12265920
APP PUB NO 20210326717A1
SERIAL NO

16849537

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Abstract

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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.

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Patent Owner(s)

Patent OwnerAddress
AMAZON TECHNOLOGIES INCPO BOX 8102 RENO NV 89507

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Arai, Tatsuya Los Altos Hills, US 109 978
Brand, Ryan Matthew New York, US 1 12
Erickson, Nick Dean Seattle, US 1 12
Li, Mu Union City, US 42 865
Mueller, Jonas San Francisco, US 11 47
Nakayama, Yohei San Francisco, US 2 18
Sharma, Abhi Vinayaka Mountain View, US 1 12
Smola, Alexander Johannes Sunnyvale, US 15 151
Zhang, Hang San Carlos, US 519 12140

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