Linear algebra serves as the backbone of Artificial Intelligence (AI) and Machine Learning (ML) algorithms, providing the mathematical foundation upon which these technologies are built. In this comprehensive event, we delve into the fundamental concepts of linear algebra and explore their applications in AI and ML.