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Can you discuss some strategies for mitigating covariate imbalance in machine learning datasets, and how they benefit model efficacy?

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Interview question asked to Machine Learning Engineers interviewing at Square, Amazon, Netflix and others: Can you discuss some strategies for mitigating covariate imbalance in machine learning datasets, and how they benefit model efficacy?.