Resources on the Web
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Other Learning/Learnability Courses, LectureNotes
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Machine Learning Resources
- Useful
pointers to topics related to Machine Learning [MLJ]
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Machine Learning Resources (D Aha)
- DataSets, Algortithms, ...
- Software (Freeware)
- Other Reference ML-ish TextBooks
Computer
Manual in MATLAB to Accompany Pattern Classification -
Hastie/Tibshirani/Friedman, The Elements of Statistical Learning:
Data Mining, Inference, and Prediction, Springer, 2001.
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Hand/Mannila/Smyth, Principles of Data Mining, MIT Press, 2001.
- Mitchell,
Machine Learning, McGraw Hill, 1997.
- Bishop,
Neural Networks for Pattern Recognition, Oxford, 1998.
- Witten/Frank,
Data Mining, Morgan Kaufmann, 2000.
- Nilsson,
Introduction to Machine Learning (download)
- Sutton/Barto,
Reinforcement Learning: An Introduction (download)
- Michie/Spiegelhalter/Taylor,
Machine Learning, Neural and Statistical Classification
(download)
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M Anthony and P Bartlett, Neural Network Learning: Theoretical
Foundations
- C.
Looney, "Pattern Recognition Using Neural Networks", ISBN
0195079205
- Cristianini/Shawe-Taylor,
"Support Vector Machines"
- Software for PGMs
- Related Courses
- Educational PGM Sites