To enhance understanding of the mathematics in particle physics, a solid grasp of gauge theories, Lie algebras, and representation theory is essential. Recommended texts include "Cheng and Li" for tensor methods and "Wu-Ki Tung" for group theory, alongside Brian Hall's work on Lie groups. While a strong engineering background is beneficial, a deeper understanding of abstract algebra and linear algebra is crucial for theoretical work. Practical skills in numerical calculations are also important for computational aspects of particle physics. A comprehensive foundation in modern physics, electromagnetism, and quantum mechanics is necessary before delving into particle physics.