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How would you describe regularization in the context of machine learning ?

Also asked as "When it comes to machine learning, what does regularization mean to you and how does it work?"

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1 answer published. Last candidate submission on Mar 3 2026, 1:42pm PDT. Interview question asked to Data Scientists interviewing at Electronic Arts, Zalora, GoCardless and other companies. Original question asked: How would you describe regularization in the context of machine learning ?. Question last reported by a candidate interviewing at Flexport for a Data Scientist interview on Nov 16 2024, 8:11am PDT.