This chapter serves two primary purposes. First, it provides an overview of the origins, recent advancements, and ongoing research directions in the study of matrix-weighted graphs, situating them within the broader context of graph theory, network science and network systems. Second, the chapter introduces fundamental definitions related to the topological structure of matrix-weighted graphs. These definitions form the basis for the theoretical framework employed throughout the monograph and are essential for understanding the results presented in subsequent chapters.