USE OF SYNTHETIC TRAINING DATA

It may be that data collected, and retrieved, for a model training is not sufficient, and hence additional data may be needed. When it is determined that additional data is needed to complement the data retrieved, synthetic data is generated, and training data is obtained by combining the synthetic...

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Hauptverfasser: Hojjatinia, Sina, Aggarwal, Chaitanya, Subramanya, Tejas, Khatri, Vikramajeet, Monshizadeh, Mehrnoosh
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creator Hojjatinia, Sina
Aggarwal, Chaitanya
Subramanya, Tejas
Khatri, Vikramajeet
Monshizadeh, Mehrnoosh
description It may be that data collected, and retrieved, for a model training is not sufficient, and hence additional data may be needed. When it is determined that additional data is needed to complement the data retrieved, synthetic data is generated, and training data is obtained by combining the synthetic data with the data retrieved, and the model training is performed. A ratio of the synthetic data to the training data is determined and the ratio is indicated in a response to a request that caused the model to be trained.
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subjects CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
title USE OF SYNTHETIC TRAINING DATA
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