Machine Learning 40717 
  CE Department- Sharif University of Technology 1394-1 - Group 1 

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Course Syllabus

 Machine Learning - 40717
  • Credit: 3 Units
  • Semester: 1394-1
  • Group:  1
  • Lecture Class:  Saturdays and Mondays 10:30-12:00
  • Room:  TBA

 Text Book(s)
    Kevin P. Murphy, Machine Learning: A Probabilistic Perspective, MIT Press, 2012.
    Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, 2007.
    Tom M. Mitchell, Machine Learning, McGraw-Hill , 1997.
    Ethem Alpaydin, Introduction to Machine Learning, Second Edition, MIT Press, 2012.
    Trevor Hastie, Robert Tibshirani, and Jerome Friedman, The Elements of Statistical
    Learning: Data Mining, Inference, and Prediction, Second Edition, Springer, 2013
    Csaba Szepesvari, Algorithms for Reinforcement Learning, Morgan & Claypool, 2010.
    Richard S. Sutton and Andrew G. Barto, Reinforcement Learning: An Introduction, MIT
    Press, 1998

 Instructor

 Teacher Assistants

 Evaluation [Grading Policy ]
    1st Midterm Exam : 10%
    2nd Midterm Exam : 15%
    Final Exam : 30%
    Homeworks : 25%
    Quizzes : 15%
    Paper Presentation : 5%
    R and Scribe Notes : 10% Extra Point

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