Linear Classifiers: An Overview

This article discusses the mathematical properties and practical Python applications of four popular linear classification methods.

This article is based on a chapter from the excellent Hastie, T., Tibshirani, R., & Friedman, J. H. (2009). The elements of statistical learning: data mining, inference, and prediction. 2nd ed. New York: Springer.