Introduction
You can use SVMs perfectly well without knowing their internals. But a look under the hood answers some natural questions:
- What exactly is the "street", in numbers?
- How does the soft margin decide how much to penalise a violation?
- Why do kernels work only with some SVM solvers?
We'll keep the maths as light as possible and focus on the ideas.