This lecture focuses on the application of Geometric Deep Learning to Network Dismantling. It introduces the key concepts of Deep Learning and Geometric Deep Learning, presents state-of-the-art algorithms for Network Dismantling, and discusses the insights that Geometric Deep Learning can offer for this problem.