The simplest Bayesian optimization example

After a really interesting paper discussion session, I decided to implement Bayesian-opt. with the expected-improvement acquisition function. I’ve already fixed a few bugs, but can’t promise it is bug-free. It will probably work as long as you stick to my examples.