Issue27 add differential evo

Added differential evolution algorith implmented in the scipy package: https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.differential_evolution.html

Additionally added notebook with test examples. One shows that boundaries are not applied in basinhopping algortihm.