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Tutorial: The Art of Gaussian Processes: Classical and Contemporary

Choosing the Kernel and Learning its Parameters

Felipe Tobar


Abstract:

Building on the use of a Gaussian likelihood, we present a learning objective and refer to the problem of choosing a kernel and optimising its parameters. We revise different kernel functions and their properties.