To pursue a career in physics, high school students should focus on completing four semesters of calculus, linear algebra, and differential equations, as these are foundational. For theoretical physicists, additional math courses may be recommended in graduate school based on specialization, such as Fourier analysis or group theory. Experimental physicists typically do not require further advanced math beyond the standard curriculum, although a statistics class could be beneficial. Most advanced mathematical concepts needed for physics are integrated into physics courses, and textbooks like Griffiths' provide essential mathematical foundations. Self-studying from textbooks can be effective, but having a mathematical methods reference is advisable for deeper understanding.