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Early stopping for ALS #714

@characat0

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@characat0

Following on #9, we could add the ability to stop on certain conditions defined by the user (every k steps, and on metrics that are quick to compute), right now in my company we hacked a solution for early stopping by using the callback function passed when fitting a model.
We can work on a PR with a more clean approach for this feature, any thoughts on this?

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