Identification of the diffusion type of molecules in living cells is crucial to deduct their driving forces and hence to get insight into the characteristics of the cells. In this paper. deep residual networks have been used to classify the trajectories of molecules. We started from the well known ResNet architecture. https://www.roneverhart.com/Corvette-Radiator-Supports-1997-2004-C5-Z06/