book

SciPy and NumPy

by Eli Bressert

November 2012

Beginner

82 pages

1h 48m

English

O'Reilly Media, Inc.

Read now

Unlock full access

AudienceContents of this BookConventions Used in This BookUsing Code ExamplesWe’d Like to Hear from YouSafari® Books OnlineAcknowledgmentsContent UpdatesJanuary 31, 2013May 29, 2013
1.1 Why SciPy and NumPy?1.2 Getting NumPy and SciPy1.3 Working with SciPy and NumPy1.4 Source Code
2.1 NumPy Arrays2.1.1 Array Creation and Data Typing2.1.2 Record Arrays2.1.3 Indexing and Slicing2.2 Boolean Statements and NumPy Arrays2.3 Read and Write2.3.1 Text Files2.3.2 Binary Files2.4 Math2.4.1 Basic Operations2.4.2 Linear Algebra2.4.3 Random Sampling & Statistics2.4.4 Polynomials
3.1 Optimization3.1.1 Data Modeling and Fitting3.1.2 Solutions to Functions3.2 Interpolation3.3 Integration3.3.1 Analytic Integration3.3.2 Numerical Integration3.4 Statistics3.4.1 Continuous and Discrete Distributions3.4.2 Functions3.5 Spatial and Clustering Analysis3.5.1 Vector Quantization3.5.2 Hierarchical Clustering3.6 Signal and Image Processing3.7 Sparse Matrices3.8 Reading and Writing Files Beyond NumPy
4.1 Scikit-Image4.1.1 Dynamic Threshold4.1.2 Local Maxima4.2 Scikit-Learn4.2.1 Linear Regression4.2.2 Clustering
5.1 Summary5.2 What’s Next?

Content preview from SciPy and NumPy

Colophon

The animal on the cover of SciPy and NumPy is the three-spined stickleback (Gasterosteus aculeatus).

The cover image is from the Braukhaus Lexicon. The cover font is Adobe ITC Garamond. The text font is Adobe Minion Pro; the heading font is Adobe Myriad Condensed; and the code font is Dalton Maag’s Ubuntu Mono.

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Start your free trial

Numerical Python: Scientific Computing and Data Science Applications with Numpy, SciPy and Matplotlib

Robert Johansson

NumPy Essentials

Jaidev Deshpande, Leo (Liang-Huan) Chin, Tanmay Dutta, Shane Holloway

Mastering Numerical Computing with NumPy

Umit Mert Cakmak, Tiago Antao, Mert Cuhadaroglu

Numpy Beginner's Guide (Update)

Ivan Idris

Publisher Resources

ISBN: 9781449361600Errata Page Supplemental Content