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How to change train_batch to return additional metrics #764

@drewoldag

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@drewoldag

We will log any key/value pairs returned from train_batch - need to show users that this is the case.

Additionally, I believe there is an epoch level metric return too. IIRC this was a special quick fix made for applecider folks. Double check and document this in the same notebook.

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