The College of Science in the Department of Mathematics discussed a seminar entitled Topological Data Analysis (TDA) in Artificial Neural Networks for postgraduate student Sajjad Kadhim Hassan. The seminar aims to explore the mathematical structure of artificial neural networks and the use of topological data analysis and persistent homology in mathematical model development and artificial intelligence.