• 5.1 Overview Overfitting

  • 5.1.1 Overview Overfitting
  • 5.1.2 Reading Material

• 5.2 Bias and Variance Decomposition

  • 5.2.1 How to use Linear Models for Nonlinear Tasks?
  • 5.2.2 How Flexible? Bias Variance Decomposition, Underfitting, Overfitting
  • 5.2.3 Complexity Curves, Features Curves, how to Tune Complexity?
  • 5.2.4 Learning Curve: How Much Data do we Need?