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Scenario: Dr. Stephen Strange, employed at Bethlem Royal Hospital, is conducting a project utilizing automated machine learning. As part of his work, Dr. Strange needs to apply one-hot encoding to the categorical features of a dataset. What steps should he take to accomplish this?