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Deep Learning

Epochs

One full pass over the training data.

Training proceeds in epochs, each a complete sweep through the dataset in shuffled batches. Too few and the model underfits; too many and it starts memorising.

The honest way to choose is to watch validation loss and stop when it turns upward, rather than to pick a round number in advance.

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