Deep Learning, Gaussian Process, Active Learning, Bayesian Optimization.
in this particular example, is simply the intensity of the edge plasmon peak. We run DKL for 100 iterations which are about 3% of the total grid points. At each iteration, we select the next measurement point using a simple Thompson sampler. Since we already know the ground truth, we can overlay