Matrix Theory and Linear Algebra are crucial for physics students, particularly in quantum mechanics. Understanding matrices goes beyond basic operations; a deeper grasp of vector spaces and linear transformations enhances comprehension of complex concepts in quantum mechanics and general relativity. A "proofy" linear algebra course, which emphasizes theorems and abstract structures, is beneficial for developing intuition about these mathematical concepts. While some students may prefer applied mathematics, advanced courses like Theory of Linear Transformations are recommended for those looking to strengthen their theoretical foundation. Although topics like topology and probability theory are essential for advanced studies, they may not appeal to everyone. Overall, a solid understanding of linear algebra is vital for success in physics.