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What does the bias-variance trade-off describe?

A Increasing model complexity reduces bias but increases variance
B Bias and variance always move together
C Variance can be eliminated entirely
D Bias only affects linear models

Answer

Increasing model complexity reduces bias but increases variance

Total error falls, reaches a minimum, then rises again as complexity grows. The goal is that minimum, not maximum flexibility.

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