The present study is a proof of principle study where Long-Gang Pang, Kai Zhou, Nan Su, Hannah Petersen, Horst Stöcker and Xin-Nian Wang (University of California in Berkeley, USA) used more than 20.000 pictures from relativistic hydrodynamic simulations of heavy ion collisions in a convolution neural network (CNN) to classify two regions in the phase diagram.