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Nested CV: inner loop for component selection #9

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@eilidhmacnicol

Add nested cross-validation with an inner loop for selecting the number of components and an outer loop for evaluation. Avoids circularity in component selection.

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    roadmapPlanned post-0.1 work, not blocking releasetype: featureNew capability

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