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When confronted with a high-dimensional dataset in a machine learning problem, what would be your plan of action?

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Interview question asked to Machine Learning Engineers interviewing at Agoda, Hootsuite, OpenDoor and others: When confronted with a high-dimensional dataset in a machine learning problem, what would be your plan of action?.