Deep Learning, Gaussian Process, Active Learning, Bayesian Optimization.
MultivariateNormal(0; K(xᵢ, xⱼ)). The functional form of the kernel K is chosen prior to the experiment, and its hyperparameters are inferred from the observations using either Markov chain Monte Carlo methods or stochastic variational inference. You can read about the more rigorous definition of