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What causes the curse of dimensionality in large datasets, and how might you mitigate it?

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Interview question asked to Machine Learning Engineers interviewing at BuzzFeed, Zendesk, EPAM Systems and others: What causes the curse of dimensionality in large datasets, and how might you mitigate it?.