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Can you elucidate on the curse of dimensionality and provide a solution you'd employ against it?

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Interview question asked to Machine Learning Engineers interviewing at Ubisoft, LiveRamp, Coinbase and others: Can you elucidate on the curse of dimensionality and provide a solution you'd employ against it?.