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Bias-Variance Tradeoff

AI/ML Fundamentals

Balance between underfitting and overfitting

What is Bias-Variance Tradeoff?

High bias = underfitting (too simple). High variance = overfitting (too complex). Need balance.

Real-World Examples

  • Linear model on non-linear data = high bias
  • Deep network on small data = high variance

When to Use This

Fundamental concept in model selection