What is the bias-variance tradeoff in machine learning?

Data Science with Python Medium

Data Science with Python — Medium

What is the bias-variance tradeoff in machine learning?

Key points

  • Optimal models balance between underfitting (bias) and overfitting (variance)
  • Increasing model complexity reduces bias but can increase variance
  • Finding the right balance is crucial for model performance

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