Browse Library
Sign In Start Free Trial
Close icon Search icon
Account
Browse Library Advanced Search Sign In Start Free Trial

Add to playlist

Create a Playlist

Modal Close icon
You need to login to use this feature.
  • Mastering SciPy
  • Toc
  • feedback
Mastering SciPy

Mastering SciPy

By : Blanco-Silva, Francisco Javier B Silva
3.5 (2)
close
Mastering SciPy

Mastering SciPy

3.5 (2)
By: Blanco-Silva, Francisco Javier B Silva

Overview of this book

The SciPy stack is a collection of open source libraries of the powerful scripting language Python, together with its interactive shells. This environment offers a cutting-edge platform for numerical computation, programming, visualization and publishing, and is used by some of the world’s leading mathematicians, scientists, and engineers. It works on any operating system that supports Python and is very easy to install, and completely free of charge! It can effectively transform into a data-processing and system-prototyping environment, directly rivalling MATLAB and Octave. This book goes beyond a mere description of the different built-in functions coded in the libraries from the SciPy stack. It presents you with a solid mathematical and computational background to help you identify the right tools for each problem in scientific computing and visualization. You will gain an insight into the best practices with numerical methods depending on the amount or type of data, properties of the mathematical tools employed, or computer architecture, among other factors. The book kicks off with a concise exploration of the basics of numerical linear algebra and graph theory for the treatment of problems that handle large data sets or matrices. In the subsequent chapters, you will delve into the depths of algorithms in symbolic algebra and numerical analysis to address modeling/simulation of various real-world problems with functions (through interpolation, approximation, or creation of systems of differential equations), and extract their representing features (zeros, extrema, integration or differentiation). Lastly, you will move on to advanced concepts of data analysis, image/signal processing, and computational geometry.
Table of Contents (11 chapters)
close
close
Preface
chevron up
Preface
What this book covers
What you need for this book
Who this book is for
Conventions
Reader feedback
Customer support
Free Chapter
1
1. Numerical Linear Algebra
1. Numerical Linear Algebra
Motivation
Creation of matrices and linear operators
Basic matrix manipulation
Matrix functions
Matrix factorizations related to solving matrix equations
Matrix factorizations based on eigenvalues
Summary
2
2. Interpolation and Approximation
2. Interpolation and Approximation
Motivation
Interpolation
Least squares approximation
Summary
3
3. Differentiation and Integration
3. Differentiation and Integration
Motivation
Differentiation
Integration
Summary
4
4. Nonlinear Equations and Optimization
4. Nonlinear Equations and Optimization
Motivation
Non-linear equations and systems
Optimization
Summary
5
5. Initial Value Problems for Ordinary Differential Equations
5. Initial Value Problems for Ordinary Differential Equations
Symbolic solution of differential equations
Analytic approximation methods
Discrete-variable methods
Summary
6
6. Computational Geometry
6. Computational Geometry
Plane geometry
Combinatorial computational geometry
Summary
7
7. Descriptive Statistics
7. Descriptive Statistics
Motivation
Probability
Data exploration
Summary
8
8. Inference and Data Analysis
8. Inference and Data Analysis
Statistical inference
Data mining and machine learning
Summary
9
9. Mathematical Imaging
9. Mathematical Imaging
Digital images
Color
High-level operations on digital images
Image compression
Image editing
Image analysis
Summary
10
Index
Index

Customer support

Now that you are the proud owner of a Packt book, we have a number of things to help you to get the most from your purchase.

Downloading the example code

You can download the example code files from your account at http://www.packtpub.com for all the Packt Publishing books you have purchased. If you purchased this book elsewhere, you can visit http://www.packtpub.com/support and register to have the files e-mailed directly to you. You can also download the code files from GitHub repository at https://github.com/blancosilva/Mastering-Scipy.

Downloading the color images of this book

We also provide you with a PDF file that has color images of the screenshots/diagrams used in this book. The color images will help you better understand the changes in the output. You can download this file from https://www.packtpub.com/sites/default/files/downloads/4749OS_ColorImages.pdf.

Errata

Although we have taken every care to ensure the accuracy of our content, mistakes do happen. If you find a mistake in one of our books—maybe a mistake in the text or the code—we would be grateful if you could report this to us. By doing so, you can save other readers from frustration and help us improve subsequent versions of this book. If you find any errata, please report them by visiting http://www.packtpub.com/submit-errata, selecting your book, clicking on the Errata Submission Form link, and entering the details of your errata. Once your errata are verified, your submission will be accepted and the errata will be uploaded to our website or added to any li st of existing errata under the Errata section of that title.

To view the previously submitted errata, go to https://www.packtpub.com/books/content/support and enter the name of the book in the search field. The required information will appear under the Errata section.

Piracy

Piracy of copyrighted material on the Internet is an ongoing problem across all media. At Packt, we take the protection of our copyright and licenses very seriously. If you come across any illegal copies of our works in any form on the Internet, please provide us with the location address or website name immediately so that we can pursue a remedy.

Please contact us at with a link to the suspected pirated material.

We appreciate your help in protecting our authors and our ability to bring you valuable content.

Questions

If you have a problem with any aspect of this book, you can contact us at , and we will do our best to address the problem.

Unlock full access

Continue reading for free

A Packt free trial gives you instant online access to our library of over 7000 practical eBooks and videos, constantly updated with the latest in tech
Start a 7-day FREE trial
Next Chapter
bookmark search playlist font-size

Change the font size

margin-width

Change margin width

day-mode

Change background colour

Close icon Search
Country selected
Close icon Your notes and bookmarks

Delete Bookmark

Modal Close icon
Are you sure you want to delete it?
Cancel
Yes, Delete