Uncertainty, Variance and Bias

• Lecture Slides: Slides

• References:

  • Bootstrap Confidence Intervals

  • Bootstrapping for Linear Regression

  • Prediction Interval, the Wider Sister of Confidence Interval

• Concept Quiz: Quiz

Topic 5: Bias versus Variance

• Lecture Video:

• Lecture Slides: Slides

• References:

  • Understanding the Bias Variance Trade-off

  • Overfitting and Underfitting with Machine Learning Algorithms

• Concept Quiz: Quiz

Topic 6: Variance Reduction

• Lecture Video:

• Lecture Slides: Slides

• References:

  • Regularization

  • Bagging

• Concept Quiz: Quiz

Exploratory Notebooks

Generalization and Uncertainty