The presentation is presented by Mohammad Khalooei at Amirkabir Artificial Intelligence Summer Summit 2019 at Amirkabir University of Technology (Tehran Polytechnic). Different methodology to attack and defense against deep neural networks due to evaluate the robustness of DNN's is presented. For more informations, you can follow the presentations at https://ceit.aut.ac.ir/~khalooei/#presentations.