METHOD AND SYSTEM FOR GENERATING AND MANAGING MACHINE LEARNING MODEL TRAINING DATA STREAMS
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United States of America Patent
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Issued Date -
Oct 3, 2024
app pub date -
Mar 31, 2023
filing date -
Mar 31, 2023
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Abstract
Techniques described herein relate to a method for managing training data. The method includes obtaining a first stream request, wherein the first stream request comprises a stream creation request and a stream specification; in response to obtaining the stream creation request: generating a new stream entry in a stream database; loading training data specified by the stream specification into a cache; generating augmented training data using the training data and the stream specification; generating a mini-batch sequence using the augmented training data and the stream specification; creating a mini-batch sequence queue and a stream endpoint; and stream the mini-batch sequence using the mini-batch sequence queue and the stream endpoint, wherein the mini-batch sequence is used by a training environment to train a machine learning model.
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