Introduction to Artificial Intelligence

K. Murphy. Machine Learning: A Probabilistic Perspective. MIT Press, 2012.

I. Goodfellow, Y. Bengio and A. Courville. Deep Learning. MIT Press, 2016. Online for free at http://www.deeplearningbook.org (first half covers many of basics of

M. Dunham. Data Mining Introductory and Advanced Topics, ISBN: 0130888923, Prentice Hall, 2003.

R. O. Duda, P. E. Hart and D. G. Stork. Pattern Classification (2nd ed.), John Wiley and Sons, 2001.

There is no required textbook. But most of the course is based on the following books and will be useful to take a look at them.

K. Murphy. Machine Learning: A Probabilistic Perspective. MIT Press, 2012.

I. Goodfellow, Y. Bengio and A. Courville. Deep Learning. MIT Press, 2016. Online for free at http://www.deeplearningbook.org (first half covers many of basics of

M. Dunham. Data Mining Introductory and Advanced Topics, ISBN: 0130888923, Prentice Hall, 2003.

Pattern Classification

There is no required textbook. But most of the course is based on the following books and will be useful to take a look at them.

Papers and electronic references posted on LEARN.