Machine Learning Resources: Courses

Suggestions welcome

Courses on Machine Learning (AI Courses)

• Bilkent University (H. Altay Guvenir)
• Brigham Young University (Tony Martinez)
• Brown University (Nicolas Meuleau)
• Carnegie Mellon University
  • Machine Learning 15-681 (Roni Rosenfeld, Fall 2000)
  • Machine Learning 15-781 (Sebastian Thrun, Fall 2000)
  • Machine Learning Theory (Avrim Blum)
  • Previous courses
    • Machine Learning (Tom Mitchell)
• Computational Models of Learning (Vasant Honavar)
  • Vasant Honavar's List of ML Courses
• Georgia Institute of Technology (Chris Atkeson; Numerical Machine Learning)
• Iowa State University (Com S 573: Machine Learning; Vasant Honavar)
• Johannes Kepler University (Ned Blurock)
• Johns Hopkins University
  • ML and Language Modeling (Michael Brent)
  • Machine Learning (Steven Salzberg)
• Katholieke Universiteit Leuven (Luc De Raedt)
• Massachusetts Institute of Technology (Ron Rivest & Mona Singh)
  • Lectures
• Monash University (Kevin Korb)
• National Taiwan University (Jane Hsu)
• Oregon State University (Tom Dietterich)
• Oxford University (Muggleton, Page, & Srinivasan)
• Purdue University (Carla Brodley)
• Rensselaer Polytechnic Institute (Knowledge Discovery and Data Mining)
• University of Bristol (ML and Data Mining Home)
  • COMSM0300: Introduction to Machine Learning
  • COMSM0301: Learning from Structured Data
  • COMSM0302: Evolutionary Computing
  • COMSM0304: Advanced Topics in Machine Learning and Data Mining
  • COMSM0305: Learning and Adaptation in Autonomous Systems
• University of California, Irvine
  • ML (Dennis Kibler)
  • Probabilistic Methods for ML (Padhraic Smyth, Spring 1997)
• University of Dortmund (Katharina Morik; Knowledge Acquisition and Machine Learning)
• University of Helsinki (Tapio Elomaa, in Finnish)
• University of Illinois: Genetic Algorithms (David Goldberg)
• University of Karlsruhe (in German; Michael Kaiser)
• University of Ljbuljana (Igor Kononenko)
• University of Melbourne (Adrian Pearce)
• University of Michigan (Randy Jones & Paul Nielsen)
• University of South Florida (Sridhar Mahadevan)
• University of Stellenbosch (not yet ready)
• University of Trondheim (Agnar Aamodt)
• University of Wisconsin (Jude Shavlik)
• Vanderbilt University (Doug Fisher)