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Update to latest scikit-learn syntax (0.18.1) #3
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In a few instances sklearn would throw deprecation warning (that will become errors in 0.19) following the recent restructuring of the package.
This is part II of my polish work, in order to avoid deprecation warnings due to old syntax. It mostly pertains calls to sklearn functions in the new sklearn.model_selection container.
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This leaves the content of the tutorial unchanged, but updates some of the syntax in imports and in the code, depending on what has changed in the scikit-learn API.
It should make the code compliant at least until scikit-learn 0.20.