To explain the kernel trick to students at Monash University, I once created a jupyter notebook that explains the basics with a few illustrations. I embed the notebook below, but you can also view it directly, or check it out on github. It is all part of my Machine Learning Explained repository, where I collect little bits of information on machine learning.
