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What is the bias-variance tradeoff in machine learning, and how have you witnessed this tradeoff affecting the performance of a model?

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Interview question asked to Data Scientists interviewing at Red Hat, Novartis, Nuro and others: What is the bias-variance tradeoff in machine learning, and how have you witnessed this tradeoff affecting the performance of a model?.