2. Polynomial and Logistic Regression

• 2.1. Polynomial and Logistic Regression
• 2.2. Polynomial Regression
• 2.3. The Relationship Between Linear Regression and Polynomial Regression
• 2.4. Building a Polynomial Regression Model
• 2.5. Extension: Selecting The Polynomial Degree
• 2.6. Logistic Regression
• 2.7. Measuring Error
• 2.8. Building a Logistic Regression Model
• 2.9. Predicting With A Logistic Regression Model
  • 2.9.1. Class Prediction
  • 2.9.2. Class Probability
• 2.10. Extension: Further Classification Metrics
  • 2.10.1. Confusion Matrices
  • 2.10.2. Precision, Recall and F1 Score
  • 2.10.3. Probability Threshold
• 2.11. Extension: Multiple Logistic Regression