This lecture covers the Reproducing Kernel Hilbert Space (RKHS) as a Hilbert space with continuous evaluation functionals, the positive definite property of RKHS reproducing kernels, and the Moore-Aronszajn theorem. It also discusses linear, polynomial, and Gaussian RKHS.
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