General Info
  Sources on the Internet

CPSC 599.44: Machine Learning - Materials


The following is a collection of text books on Machine Learning including links to electronic versions of them (resp. the publishers' pages pointing to them; note that our library has agreements with many publishers that allow you to access these electronic versions) if they are available. None of them covers all of the course, but most of the topics of the course are at least covered by one of the books.

Other Sources on the Internet

There are several sites collecting links about machine learning:

Files to the course

The slides containing the general information on a particular topic that I use in the lectures will be available before the respective lectures here as Acrobat pdf-files (in two formats: one slide per page and the 6 slides per page handout).

Date handout format one slide per page
Oct. 29, 2019 Introduction Introduction
Jan. 15, 2020 Learning Rules Learning Rules
Jan. 21, 2020 Learning Parameters Learning Parameters
Jan. 28, 2020 Learning Parameters II Learning Parameters II
Feb. 3, 2020 Learning Trees Learning Trees
Feb. 11, 2020 Learning Trees II Learning Trees II
Feb. 24, 2020 Learning Set Partitions Learning Set Partitions
Mar. 3, 2020 Learning Sequences Learning Sequences
Mar. 22, 2020 Learning Sequences II Learning Sequences II
Mar. 25, 2020 Learning Cases Learning Cases
Apr. 1, 2020 Improvements I Improvements I
Apr. 6, 2020 Improvements II Improvements II

to the assignments of the course.

Last Change: 6/4/2020