Materials

This page brings together various useful resources for the course.

The Elements of Statistical Learning: Data Mining, Inference and Prediction, 2nd Edition

Authors: Trevor Hastie, Robert Tibshirani and Jerome Friedman

Publisher: Springer (New York, 2009)

ISBN: 0-387-84857-0

Link: authors’ website

An Introduction to Statistical Learning: with application in R, 2nd Edition

Authors: Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani

Publisher: Springer (New York, 2021)

ISBN: 1-0716-1417-4

Link: authors’ website

An Introduction to Statistical Learning: with application in Python

Authors: Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani and Jonathan Taylor

Publisher: Springer (Switzerland, 2023)

ISBN: 3-031-38746-3

Link: authors’ website