Newman's book is generally considered the best entry point for undergraduates because it lowers the barrier to entry. Where Numerical Recipes might overwhelm a student with optimization details, Newman provides a working solution that is "good enough" for physics.
The book is divided into 12 chapters, covering a wide range of topics in computational physics. The chapters are: computational physics with python mark newman pdf
(chapters 1–5) covers Python basics and elementary numerical techniques: interpolation, root finding (bisection, Newton-Raphson), and numerical integration (trapezoidal, Simpson, adaptive). Newman constantly applies these to physics: e.g., using Simpson’s rule to compute the period of a nonlinear pendulum or the blackbody spectral radiance. Newman's book is generally considered the best entry