SVM

A curated list of online resources explaining SVMs to it's very core.

http://pages.cs.wisc.edu/~matthewb/pages/notes/pdf/svms/RBFKernel.pdf
https://www.syncfusion.com/ebooks/download/support_vector_machines_succinctly.pdf
https://www.youtube.com/watch?v=3liCbRZPrZA
http://goelhardik.github.io/2016/11/28/svm-cvxopt/
https://courses.csail.mit.edu/6.867/wiki/images/a/a7/Qp-cvxopt.pdf
http://luthuli.cs.uiuc.edu/~daf/courses/optimization/Papers/smoTR.pdf
We see that the RBF kernel is formed by taking an infinite sum over polynomial kernels.
http://jonchar.net/notebooks/SVM/
http://www.d.umn.edu/~data0003/Talks/ml_svm.pdf

Radial basis function

http://mccormickml.com/2013/08/15/radial-basis-function-network-rbfn-tutorial/