Design a leakage-free cross-validation scheme matched to your data structure, with code and pitfalls explained.
## CONTEXT A naive random train/test split silently leaks information whenever data has time order, groups, or imbalance, producing validation scores that collapse in production. Choosing the right cross-validation scheme is one of the highest-leverage decisions in a project: it determines whether your reported score…
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