>> There are still a few things that are not clear to me from the
>> documentation. Can you customize the classifier to perform a different
>> decision function?
>
> You can subclass it and override the decision_function method.

While true, this can be misleading. You're just changing the final
step used when making predictions, it will not change learning.
Depending on the nature of the change you want to do, this could be
wrong.

Vlad

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