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What methods can be employed to handle covariate imbalance in machine learning, and how do they enhance model performance?

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Interview question asked to Machine Learning Engineers interviewing at trivago, Arm, Robinhood and others: What methods can be employed to handle covariate imbalance in machine learning, and how do they enhance model performance?.