What Is Cross-Validation? How to Estimate Model Performance Reliably

Cross-validation repeatedly rotates held-out folds so teams can estimate performance and variability when one validation split would be unstable. This guide explains the mechanism, trade-offs, evaluation, and controls that matter in practice.

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