EAN: 9781484242452

NUMERICAL PYTHON - ROBERT JOHANSSON KARTONIERT ...

Leverage the numerical and mathematical modules in Python and its standard library as well as
popular open source numerical Python packages like NumPy  SciPy  FiPy  matplotlib and more.
This fully revised edition  updated with the latest details of each package and changes to
Jupyter projects  demonstrates how to numerically compute solutions and mathematically model
applications in big data  cloud computing  financial engineering  business management and more.
Numerical Python  Second Edition  presents many brand-new case study examples of applications
in data science and statistics using Python  along with extensions to many previous examples.
Each of these demonstrates the power of Python for rapid development and exploratory computing
due to its simple and high-level syntax and multiple options for data analysis. After reading
this book  readers will be familiar with many computing techniques including array-based and
symbolic computing  visualization and numerical file I O  equation solving  optimization 
interpolation and integration  and domain-specific computational problems  such as differential
equation solving  data analysis  statistical modeling and machine learning. What You'll Learn
Work with vectors and matrices using NumPy Plot and visualize data with Matplotlib Perform data
analysis tasks with Pandas and SciPy Review statistical modeling and machine learning with
statsmodels and scikit-learn Optimize Python code using Numba and Cython Who This Book Is For
Developers who want to understand how to use Python and its related ecosystem for numerical
computing.

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