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Thank you for posting the question and the detailed explanation on what you are expecting. This is currently not supported in Redshift ML with binary classification. I have raised a feature request with the service team on your behalf. While I am unable to comment on if/when this feature may get released, I request you to keep an eye on our What's New and Blog pages for any new feature announcements.
