It took me forever to understand what Gaussian Processes(GPs) were all about. I have been trying to understand it for quite some time but always gave up after the initial hurdle. And I think it happened because I got confused by the way a Gaussian Process is portrayed that I came across in many blog posts. The introductory text on GPs usually talk about how it can be used to model arbitrary smooth functions non-parametrically. ... Read more