SVM - Support Vector Machine

Here is a book with online resources:

http://www.support-vector.net/tutorial.html

Here is a famous and wonderful online tutorial:

http://citeseer.nj.nec.com/cache/papers/cs/19334/http:zSzzSzjoker.mil.ufl.eduzSzpeoplezSznechybazSzlecture-noteszSzeel6668-f00zSzburges_svm_tutorial.pdf/burges98tutorial.pdf