Quick solutions to complex numerical problems in physics, applied mathematics, and science with SciPy
SciPy is an open source Python library used to perform scientific computing. The SciPy (Scientific Python) package extends the functionality of NumPy with a substantial collection of useful algorithms.
The book starts with a brief description of the SciPy libraries, followed by a chapter that is a fun and fast-paced primer on array creation, manipulation, and problem-solving. You will also learn how to use SciPy in linear algebra, which includes topics such as computation of eigenvalues and eigenvectors. Furthermore, the book is based on interesting subjects such as definition and manipulation of functions, computation of derivatives, integration, interpolation, and regression. You will also learn how to use SciPy in signal processing and how applications of SciPy can be used to collect, organize, analyze, and interpret data.
By the end of the book, you will have fast, accurate, and easy-to-code solutions for numerical and scientific computing applications.
What You Will Learn
Get to know the benefits of using the combination of Python, NumPy, SciPy, and matplotlib as a programming environment for scientific purposes
Create and manipulate an object array used by SciPy
Use SciPy with large matrices to compute eigenvalues and eigenvectors
Focus on construction, acquisition, quality improvement, compression, and feature extraction of signals
Make use of SciPy to collect, organize, analyze, and interpret data, with examples taken from statistics and clustering
Acquire the skill of constructing a triangulation of points, convex hulls, Voronoi diagrams, and many similar applications
Find out ways that SciPy can be used with other languages such as C/C++, Fortran, and MATLAB/Octave
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