Machine Learning, Kernel, Hilbert Space, Mercer Theorem.
to a positive semi-definite gram matrix for all values of x belonging to X, is called a positive semi-definite kernel. Whenever we have a kernel satisfying the positive semidefinite property, we can prove that there exists a mapping φ into a Hilbert Space. Since it satisfies the reproducing