Learning IPython for Interactive Computing and Data Visualization

IPython provides a rich architecture for interactive computing, and as a Python developer you can take advantage of this practical hands-on guide to make yourself an expert. Covers numerical computing, data analysis, and more.
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Learning IPython for Interactive Computing and Data Visualization

Cyrille Rossant

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IPython provides a rich architecture for interactive computing, and as a Python developer you can take advantage of this practical hands-on guide to make yourself an expert. Covers numerical computing, data analysis, and more.

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Book Details

ISBN 139781782169932
Paperback138 pages

Book Description

You already use Python as a scripting language, but did you know it is also increasingly used for scientific computing and data analysis? Interactive programming is essential in such exploratory tasks and IPython is the perfect tool for that. Once you’ve learnt it, you won’t be able to live without it.

"Learning IPython for Interactive Computing and Data Visualization" is a practical, hands-on, example-driven tutorial to considerably improve your productivity during interactive Python sessions, and shows you how to effectively use IPython for interactive computing and data analysis.

This book covers all aspects of IPython, from the highly powerful interactive Python console to the numerical and visualization features that are commonly associated with IPython.

You will learn how IPython lets you perform efficient vectorized computations, through examples covering numerical simulations with NumPy, data analysis with Pandas, and visualization with Matplotlib. You will also discover how IPython can be conveniently used to optimize your code using parallel computing and dynamic compilation in C with Cython.

"Learning IPython for Interactive Computing and Data Visualization" will allow you to optimize your productivity in interactive Python sessions.

Table of Contents

Chapter 1: Getting Started with IPython
Installing IPython and the recommended packages
Ten IPython essentials
Summary
Chapter 2: Interactive Work with IPython
The extended shell
The extended Python console
Using the IPython notebook
Summary
Chapter 3: Numerical Computing with IPython
A primer to vector computing
Creating and loading arrays
Working with arrays
Advanced mathematical processing
Summary
Chapter 4: Interactive Plotting and Graphical Interfaces
Figures with Matplotlib
Advanced figures and graphics
Graphical User Interfaces (GUI)
Summary
Chapter 5: High-Performance and Parallel Computing
Interactive task parallelization
Using C in IPython with Cython
Summary
Chapter 6: Customizing IPython
IPython profiles
IPython extensions
Rich representations in the frontend
Embedding IPython
Final words
Summary

What You Will Learn

  • Debug your code from the IPython console
  • Benchmark and profile your code from IPython
  • Perform efficient vectorized computations with NumPy
  • Analyze data tables with Pandas
  • Create visualizations with Matplotlib
  • Parallelize your code easily with IPython
  • Customize IPython and create your own magic commands
  • Accelerate your Python code using dynamic C compilation with Cython

Authors

Table of Contents

Chapter 1: Getting Started with IPython
Installing IPython and the recommended packages
Ten IPython essentials
Summary
Chapter 2: Interactive Work with IPython
The extended shell
The extended Python console
Using the IPython notebook
Summary
Chapter 3: Numerical Computing with IPython
A primer to vector computing
Creating and loading arrays
Working with arrays
Advanced mathematical processing
Summary
Chapter 4: Interactive Plotting and Graphical Interfaces
Figures with Matplotlib
Advanced figures and graphics
Graphical User Interfaces (GUI)
Summary
Chapter 5: High-Performance and Parallel Computing
Interactive task parallelization
Using C in IPython with Cython
Summary
Chapter 6: Customizing IPython
IPython profiles
IPython extensions
Rich representations in the frontend
Embedding IPython
Final words
Summary

Book Details

ISBN 139781782169932
Paperback138 pages
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From 1 reviews

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