"Mathematics for Physics: A Guided Tour for Graduate Students" is a comprehensive textbook designed to equip physics graduate students with the mathematical tools essential for advanced study in theoretical and applied physics. The book presents core topics such as linear algebra, differential equations, group theory, complex analysis, and differential geometry, all in a physics-oriented context. Its guided approach emphasizes intuition, physical motivation, and practical problem-solving, making abstract concepts more accessible and directly relevant to real-world physical theories.