Construct · 1 fields · 1 citations

critical batch size: a standalone construct

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Deep learning

the batch size beyond which larger batches give diminishing gains in training speed, predicted by a measured gradient noise scale.

In deep learning, critical batch size refers to the batch size beyond which larger batches give diminishing gains in training speed, predicted by a measured gradient noise scale. This meaning comes from McCandlish (2018) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

batch1 fields · 2 citationsanchor · a standalone construct deep learning1 fields · 1 citationsanchor · a standalone construct gradient4 fields · 4 citationsjingle · one word, four constructs

References

McCandlish, S., Kaplan, J., Amodei, D., & Team, O. D. (2018). An Empirical Model of Large-Batch Training. arXiv. https://doi.org/10.48550/arxiv.1812.06162

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