Tom Mitchell's course at CMU. Vidoes of lectures are available on the webpage. Also, see the links under past courses taught by various faculty at CMU.
Carlos Guestrin's machine learning course at CMU.
Andrew Ng's course at Stanford. Videos of lectures are available on youtube.
Pedro Domingos’ machine learning course at University of Washington (UW).
MIT machine learning course.
Andrew Moore's tutorials, CMU.
Alex Ihler's machine learning course at UCI. Vidoes of lectures are available on the webpage.
Padhraic Smyth's Data mining course at UCI.
Padraic Smyth's Probabilistic Learning course at UCI.
Raymond Mooney's machine learning course at UT, Austin.
Vasant Honavar's machine learning course at Iowa State University
Jude Shavlik's machine learning course at University of Wisconsin (the other UW).
Sargur Srihari's machine learning course at University at Buffalo.
Milos Hauskrecht's machine learning course at University of Pittsburgh.
Tom Dietterich's machine learning course at Oregon State University.
David Aha's machine learning page (a bit outdated but still very useful).
WEKA: Data mining/machine learning software in JAVA. Students will use WEKA for programming assignments.
Open source machine learning software.
A comprehensive list of machine learning software.