> I would personally prefer if all estimators in scikit-learn could be
> refitted. This is what I would expect from a batch fit method.
> Mathieu

> The fit contract is that it can be called several times and that the
> results of previous calls are forgotten. Warm restart should be
> handled explicitly with a specific constructor parameter if required.
> Alternatively one should implement partial_fit for incremental
> learning.
> --
> Olivier

This is exactly what I would expect as well. I think this is the
biggest gain of having objects instead of functions: being able to
store init parameters in an object that you will then fit and evaluate
on different sets.

Vlad

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