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Batch Size and Learning Dynamics
Batch Size and Learning Dynamics
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In deep learning training, what is the difference between an epoch and a batch?
Hide and think first
A.
An epoch and a batch are both fixed constants of the deep learning framework
B.
An epoch is a single batch; the terms are synonymous
C.
An epoch is one full pass through the training dataset; a batch is a subset of examples used for one gradient update
D.
An epoch is a gradient update; a batch is the size of the neural network
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