Lecture 7: Linear models

Linear regression and logistic regression

Slides

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Outline

  • Intuition behind linear models
  • Linear regression and logistic regression
  • scikit-learn’s Ridge model
  • Prediction probabilities
  • Interpret model predictions using coefficients learned by a linear model
  • Parametric vs. non-parametric models