>People were coming up with dozens of unnecessary variations on them, everybody in the world was trying to shoehorn the word "kernel" into their paper titles, using some kind of kernel method was a surefire way to get published.

I took Andrej Karpthy's tutorial on Nueral net and learned that an SVM is basically one neuron.

http://karpathy.github.io/neuralnets/