STA D68H (Winter 2014): Advanced Machine Learning and Data Mining

Instructor: Russ Salakhutdinov
Email: rsalakhu [at] utstat [dot] toronto [dot] edu
Office: IC462

Lecture Times: Mondays 2-6pm
Lecture Location: IC 328
Office hours: Monday, 11-12pm

Marking Scheme:

3 assigments: 40%

2-hour midterm 20%

3-hour final exam 40%

Text :
Christopher M. Bishop (2006) Pattern Recognition and Machine Learning, Springer.

You can also use these books for additional reference:

Trevor Hastie, Robert Tibshirani, Jerome Friedman (2009) The Elements of Statistical Learning
David MacKay (2003) Information Theory, Inference, and Learning Algorithms

Auditing
If you are not registered in the class, it is possible for you to audit it (sit in on the lectures), but only if you get the instructor's permission.

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