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Bias-Variance Tradeoff - What is the bias-variance tradeoff and how does it impact model selection?


The bias-variance tradeoff is a distinctive feature of all supervised machine learning models. It necessitates a balance between the flexibility of the model and its performance on unseen data, also known as the model's generalization performance.