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  • © 2015

Numerical Python

A Practical Techniques Approach for Industry

Apress

Authors:

  • Numerical Python by Robert Johansson shows you how to leverage the numerical and mathematical modules in Python and its Standard Library.
  • It covers the popular open source numerical Python packages like NumPy, FiPy, Pillow, matplotlib and more.
  • Applications include those from business management, big data/cloud computing, financial engineering and games.

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eBook USD 39.99
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Table of contents (20 chapters)

  1. Front Matter

    Pages i-xxii
  2. Introduction to Computing with Python

    • Robert Johansson
    Pages 1-24
  3. Vectors, Matrices, and Multidimensional Arrays

    • Robert Johansson
    Pages 25-62
  4. Symbolic Computing

    • Robert Johansson
    Pages 63-88
  5. Plotting and Visualization

    • Robert Johansson
    Pages 89-123
  6. Equation Solving

    • Robert Johansson
    Pages 125-145
  7. Optimization

    • Robert Johansson
    Pages 147-168
  8. Interpolation

    • Robert Johansson
    Pages 169-186
  9. Integration

    • Robert Johansson
    Pages 187-206
  10. Ordinary Differential Equations

    • Robert Johansson
    Pages 207-234
  11. Sparse Matrices and Graphs

    • Robert Johansson
    Pages 235-254
  12. Partial Differential Equations

    • Robert Johansson
    Pages 255-284
  13. Data Processing and Analysis

    • Robert Johansson
    Pages 285-311
  14. Statistics

    • Robert Johansson
    Pages 313-332
  15. Statistical Modeling

    • Robert Johansson
    Pages 333-362
  16. Machine Learning

    • Robert Johansson
    Pages 363-382
  17. Bayesian Statistics

    • Robert Johansson
    Pages 383-404
  18. Signal Processing

    • Robert Johansson
    Pages 405-424
  19. Data Input and Output

    • Robert Johansson
    Pages 425-451
  20. Code Optimization

    • Robert Johansson
    Pages 453-470

About this book

Numerical Python by Robert Johansson shows you how to leverage the numerical and mathematical modules in Python and its Standard Library as well as popular open source numerical Python packages like NumPy, FiPy, matplotlib and more to numerically compute solutions and mathematically model applications in a number of areas like big data, cloud computing, financial engineering, business management and more.

After reading and using this book, you'll get some takeaway case study examples of applications that can be found in areas like business management, big data/cloud computing, financial engineering (i.e., options trading investment alternatives), and even games.

Up until very recently, Python was mostly regarded as just a web scripting language. Well, computational scientists and engineers have recently discovered the flexibility and power of Python to do more. Big data analytics and cloud computing programmers are seeing Python's immense use. Financial engineers are also now employing Python in their work. Python seems to be evolving as a language that can even rival C++, Fortran, and Pascal/Delphi for numerical and mathematical computations.

Reviews

“Python’s numerical and mathematical modules aren’t just appreciated by coders working in the sciences … . It is for these fields that Johansson has written this detailed guide. … Johansson helps you brush up on problem solving, mathematics, algorithms, data, and even serialisation. … The book is a valuable reference across many fields.” (The MagPi, Issue 43, March, 2016)

Authors and Affiliations

  • Urayasu-shi, Japan

    Robert Johansson

About the author

Robert Johansson is a numerical Python expert, computational scientist.  He has experience with SciPy, NumPy and works on QuTiP, an open-source python framework for simulating the dynamics of quantum systems.

Bibliographic Information

Buy it now

Buying options

eBook USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Other ways to access