A very interesting and relevant research field is the automatic optimization of the structure and parameters of deep neural networks (deep learning). At the International Joint Conference on Neural Networks (IJCNN) https://www.ijcnn.org/ we will present our contribution entitled “Automatic Configuration of Deep Neural Networks with Parallel Efficient Global Optimization”. Besides the network optimization we also reduce the learning epochs to accelerate the optimization.