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It seems the metric
parameter was added in scikit-learn 1.2. So my guess is that the code environment you are using for the notebook has sklearn >= 1.2 but the one you are using on the Lab ML Task has an earlier version of sklearn.
You must use a code environment that both has the recommended packages for Visual ML and for which the version of sklearn is at least 1.2. Note that support for sklearn 1.2 in Visual ML was introduced in Dataiku 12.5.0, so you'll need to be at least on this version.
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