students to vectors, matrices, systems of linear equations, and three-dimensional geometry. It is designed for students in mathematically rich disciplines, such as those planning to enter Honours or Major programs in Mathematics or Statistics. The course emphasizes mathematical rigor and applications in fields like computer science, physics, and economics2.