Okay, there are already plenty of articles describing linear regression but I have not seen much on kernelized regression. Well the fact that you are reading this means that you also didn’t find what you were looking for…

For completeness we will get started with ordinary linear regression.

First we need some data that we can play with. Here we will just create some arbitrary 2 dimensional samples.

You can think of this data as whatever you want. Here we can clearly see that there is a strong correlation between the two variables. X-Axis could be price of a…