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Elegant Scipy: The Art of Scientific Python
Paperback
ISBN13: 9781491922873
Publisher: O'Reilly Media
Published: Sep 26 2017
Pages: 275
Weight: 0.90
Height: 0.50 Width: 6.90 Depth: 9.10
Language: English
Welcome to Scientific Python and its community. If youâ re a scientist who programs with Python, this practical guide not only teaches you the fundamental parts of SciPy and libraries related to it, but also gives you a taste for beautiful, easy-to-read code that you can use in practice. Youâ ll learn how to write elegant code thatâ s clear, concise, and efficient at executing the task at hand.
Throughout the book, youâ ll work with examples from the wider scientific Python ecosystem, using code that illustrates principles outlined in the book. Using actual scientific data, youâ ll work on real-world problems with SciPy, NumPy, Pandas, scikit-image, and other Python libraries.
- Explore the NumPy array, the data structure that underlies numerical scientific computation
- Use quantile normalization to ensure that measurements fit a specific distribution
- Represent separate regions in an image with a Region Adjacency Graph
- Convert temporal or spatial data into frequency domain data with the Fast Fourier Transform
- Solve sparse matrix problems, including image segmentations, with SciPyâ s sparse module
- Perform linear algebra by using SciPy packages
- Explore image alignment (registration) with SciPyâ s optimize module
- Process large datasets with Python data streaming primitives and the Toolz library
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