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Practical Numerical Computing Using Python: Scientific & Engineering Applications

โœ Scribed by Mahendra Verma


Year
2021
Tongue
English
Category
Library

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No coin nor oath required. For personal study only.

โœฆ Synopsis


Key Features of the Book:

  • Perfect book for introduction to practical numerical algorithms and programs for advanced undergraduate and beginning graduate students.
  • Introduces Python programming language and its modules related to numerical computing
  • Covers Numpy, Matplotlib, and Scipy modules in details.
  • Illustrates how to make a variety of plots and animations.
  • Detailed discussions on important numerical algorithms: Interpolation, Integration, Differentiation, ODE and PDE solvers, and Linear algebra solvers.
  • Practical implementation of the algorithms in Python.
  • Introduces Spectral and Finite-difference methods and applications to fluid mechanics and quantum mechanics.
  • Includes chapters on Monte Carlo methods and applications to statistical physics, as well as on error analysis.
  • A brief introduction to Computer hardware, complexity estimates, and nondimensionalization.

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