This doesn't happen to me often, but should I feel dumb for not knowing about kernel machines?

I'm thinking it's this: http://en.wikipedia.org/wiki/Kernel_methods

Note to self: Put a very simple explanation (with at least one link) on every project landing page even if a total newb would have no use at all for your project.