Back to search

Bias vs variance

Bias is error from overly simple assumptions; variance is sensitivity to training data noise.

Machine Learning Medium Theory

Bias vs variance

Bias is error from overly simple assumptions; variance is sensitivity to training data noise.

  • High bias misses pattern
  • High variance chases noise
  • Need a balance

Bias vs variance