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Describe the assumption of error in linear regression, including what it means and why it is important for accurate modeling?

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Interview question asked to Data Scientists interviewing at UberEats, Sprout Social, Bumble and others: Describe the assumption of error in linear regression, including what it means and why it is important for accurate modeling?.