Kiusalaas J. Numerical Methods in Engineering With Python

Cambridge University Press, 2005. — 433 p. — ISBN 0521852870.Numerical Methods in Engineering with Python is a text for engineering students and a reference for practicing engineers, especially those who wish to explore the power and efficiency of Python.Introduction to Python.
Systems of Linear Algebraic Equations.
Interpolation and Curve Fitting.
Roots of Equations.
Numerical Differentiation.
Numerical Integration.
Initial Value Problems.
Two-Point Boundary Value Problems.
Symmetric Matrix Eigenvalue Problems.
Introduction to Optimization.