Code-free automated machine learning
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United States of America
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Apr 1, 2025
Grant Date -
Oct 21, 2021
app pub date -
Apr 15, 2020
filing date -
Apr 15, 2020
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In Force
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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.

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Patent Owner(s)
Patent Owner | Address | |
---|---|---|
AMAZON TECHNOLOGIES INC | PO BOX 8102 RENO NV 89507 |
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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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