Machine Learning, Kernel, Hilbert Space, Mercer Theorem.
efficiently as a direct function of the input features, without going to the higher dimension. This direct function is known as the kernel function. A kernel is a function that measures the similarity between two objects in a way such that there exist a dot product corresponding to this similarity