Hastie, Trevor, Tibshirani, Robert, Friedman, Jerome: The Elements of Statistical Learning, 2003. Springer. ISBN: 0-387-95284-5.
- Chapter 1: All
- Chapter 2: All
- Chapter 3: All except 3.4.6
- Chapter 4: All except 4.5.2
- Chapter 5: 5.1, 5.2, 5.4 until 5.4.1
- Chapter 6: 6.1-6.6
- Chapter 7: 7.1-7.7, 7.10, 7.11
- Chapter 9: 9.1,9.2
- Chapter 11: 11.1-11.4, although we skip the details about back-propagation on page 354.
All given exercises ,