Computational Theory of Learning

=Computational Theory of Learning=

Nice Explaination by Shilazi from CMU about the theory
formal theory by Shilazi

Statistical Learning Theory by John S Taylor
Statistical Learning Theory by John S Taylor

good practical details

Learning Theory by P.S. Sastry
A good theoretical discussion

PAC Learning (Probably Approximately Correct Learning Framework
PAC Learning

Empirical Risk
Overview of stats learning and empirical risk minimization

Consistency of Empirical Risk Minimization

Consistency of Empirical Risk Minimization; VC-Dimension

Learning Problem and VC dimension
Complexity of Learning problems and VC-Dimension

VC-Dimension Examples; VC-Dimension of hyperplanes