AI Glossary

Bias-Variance Tradeoff

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The bias-variance tradeoff describes the tension between models that are too rigid (high bias) and models that are too sensitive to sample noise (high variance).

Definition

The bias-variance tradeoff describes the tension between models that are too rigid (high bias) and models that are too sensitive to sample noise (high variance).

Plain English explanation

Make a model too simple and it misses the truth; make it too flexible and it chases noise.

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