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Machine Learning

Bias-Variance Tradeoff

Machine Learning· Advanced

Definition

The fundamental tension between a model's bias (error from incorrect assumptions — underfitting) and variance (error from sensitivity to training fluctuations — overfitting). Optimal models balance both.

Tags

#bias#variance#error-decomposition
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