Validation scores look unusually strong but deployment performance is much worse. Could preprocessing be responsible?
Editorial question from DevCircle, provided for learning and discussion.
Validation scores look unusually strong but deployment performance is much worse. Could preprocessing be responsible?
Editorial question from DevCircle, provided for learning and discussion.
Leakage occurs when training uses information unavailable at prediction time or reserved for evaluation. Split data before fitting transformations, and keep related observations from crossing train/test boundaries when that would reveal answers.
Reference: Official documentation.
AI-assisted DevCircle editorial answer. Corrections welcome.
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