An Overview of Classification Estimating the Regression Coeffcients Generative Models for Classification Naive Bayes Generalized Linear Models Lab: Classification Methods Quadratic Discriminant Analysis Why Not Linear Regression? Making Predictions Linear Discriminant Analysis for p = 1 A Comparison of Classification Methods Linear Regression on the Bikeshare Data The Stock Market Data Naive Bayes Logistic Regression Predicting Contamination Risks Multiple Logistic Regression Linear Discriminant Analysis for p >1 An Analytical Comparison Poisson Regression on the Bikeshare Data Logistic Regression K-Nearest Neighbors The Logistic Model Multinomial Logistic Regression Quadratic Discriminant Analysis An Empirical Comparison Generalized Linear Models in Greater Generality Linear Discriminant Analysis Poisson Regression