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How does dimensionality reduction contribute to the field of artificial intelligence and the development of intelligent systems?

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Interview question asked to Machine Learning Engineers interviewing at Tableau, HubSpot, Bosch and others: How does dimensionality reduction contribute to the field of artificial intelligence and the development of intelligent systems?.