A seminar entitled Employ The Homology Group in Choosing Network Architecture holds at the College of Science, Department of Mathematics. The presenter Labiba Mudher demonstrates the most important objective is Clarifying the defects of randomly selection of the structural parameters of deep learning and an artificial neural network (ANN), and propose mathematical methods for them.