In this video, Kaustubh introduces what GNNs (Graph Neural Networks) are and their significance in handling irregular data structures. After explaining the unique hardware and system requirements GNNs pose, he then introduces Neurachip, an innovative hardware accelerator tailored to optimize GNN performance.