Machine Learning, Kernel, Hilbert Space, Mercer Theorem.
in some higher — dimensional space. The inputs can be anything from integers, real valued vectors, strings etc. Without a doubt, one of the simplest examples is the linear kernel. Given two vectors, the similarity is the length of the projection of one vector on another. Another interesting kernel