The slideshow contains a brief explanation of Gaussian process regression and Bayesian optimization. For two optimization problems, benchmarks against other local gradient-based and global heuristic optimization methods are included. They show, that Bayesian optimization can identify better designs in exceptionally short computation times.

View on slideshare: A machine learning method for efficient design optimization in nano-optics