Choosing C parameter in SVM
In this video, it shows the effect of choosing C parameter in Support Vector Machine.
C is the control tradeoff between smooth decision boundary and classifying training points correctly. In other words, it is how much should an SVM care about getting everything right versus getting the things that it gets right and very right.