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What strategies would you recommend for managing categorical variables that exhibit high cardinality?

Did you come across this question in an interview?

Interview question asked to Machine Learning Engineers interviewing at Anaplan, Amazon, Okta and others: What strategies would you recommend for managing categorical variables that exhibit high cardinality?.