For anyone interested in SVMs (and other introductory Machine Learning concepts), Udacity's intro course is really good: https://www.udacity.com/course/intro-to-machine-learning--ud...
At the end of the class, he also gives some historical perspectives, like how Vapnik came up with SVMs.