Deep Learning, Gaussian Process, Active Learning, Bayesian Optimization.
full codes are available through the GPim package. The unique aspect of GP is that the function is reconstructed along with the associated uncertainty Σ(x). This aspect allows extending GP towards the active learning methods. Suppose we want to learn the value of the function over parameter space