Tensor algebra is a mathematical framework that extends linear algebra to multidimensional arrays called tensors, allowing for the manipulation and analysis of data across multiple dimensions. It is foundational in fields such as physics and machine learning, where it facilitates operations like tensor addition, multiplication, and contraction to model complex systems and processes.