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What are the advantages and disadvantages of a very flexible ( versus a less flexible ) approach for regression or classification? Under what circumstances might

What are the advantages and disadvantages of a very flexible (versus a less flexible) approach for regression or classification? Under what circumstances might a more flexible approach be preferred to a less flexible approach? When might a less flexible approach be preferred?
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