Matrix algebra is a branch of mathematics that focuses on the study of matrices and their operations, providing a framework for solving systems of linear equations and performing transformations in vector spaces. It is foundational for various fields, including computer graphics, quantum mechanics, and machine learning, due to its ability to represent and manipulate linear transformations and data structures efficiently.