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Learning in General
[[We will later grab articles on each of the following themes,
or commission ones that are not avaiable.]]
Classification/Regression Systems, with associated learners
Other Types of Learning
Foundations of Learning
Commercial Successes of Learning
Machine Learning Resources on the Web
Other
Learning/Learnability Courses,
LectureNotes
Relevant articles in journals:
- in JAIR:
- in AIJ:
- in MLJ:
- in JMLR:
DataSets, Algortithms, ...
Relevant TextBooks
-
T
Mitchell, Machine Learning, McGraw Hill, 1997.
-
S Russell and P
Norvig, Artificial Intelligence: A Modern Approach, Prentice Hall,
1995.
-
N Nilsson,
"Introduction to Machine Learning" (download)
-
R Sutton
and A Barto, "Reinforcement Learning: An Introduction" (download)
-
M Anthony and P Bartlett,
"Neural Network Learning: Theoretical Foundations"
-
C. Looney,
"Pattern Recognition Using Neural Networks",
ISBN 0195079205
-
Michie, Spiegelhalter, Taylor:
Machine Learning, Neural and Statistical Classification
(download)
-
Cristianini/Shawe-Taylor,
"Support Vector Machines"
Rich set of pointers
to topics related to AI (Russell: UCB)
Machine
Learning Resources
Useful pointers to topics
related to Machine Learning [MLJ]
Useful pointers
to topics related to Machine Learning [Stanford]
Machine Learning Software in
Java
Machine
Learning Resources
To track down other literature
Collection
of Computer Science Bibliographies
[[We will later write out a range of interesting questions...
and/or glean some from various texts]]
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