These are the results got by optimizing the particular set of benchmark functions provided in Table 2 of
(http://www.automl.org/papers/13-BayesOpt_EmpiricalFoundation.pdf) with our defualt values. All optimizers are run 10 times with `n_calls=200`.

## gp_minimize


|Blackbox Function| Valid loss | Best loss |
------------------|------------|-----------|
|Branin| 0.429 +/- 0.04|0.399
|Hart6| -3.04 +/- 0.25|-3.299 

Add results obtained for Branin and Hart6
Add results obtained for Branin and Hart6
