Multi-linear Algebra extends the principles of linear algebra to higher dimensions, focusing on the study of tensors, which are multi-dimensional arrays that generalize vectors and matrices. It is foundational in various fields such as physics, engineering, and computer science, enabling the modeling of complex systems and phenomena.