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Cyrille Rossant - IPython Interactive Computing and Visualization Cookbook

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Cyrille Rossant IPython Interactive Computing and Visualization Cookbook
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Over 100 hands-on recipes to sharpen your skills in high-performance numerical computing and data science with Python

About This Book
  • Leverage the new features of the IPython notebook for interactive web-based big data analysis and visualization
  • Become an expert in high-performance computing and visualization for data analysis and scientific modeling
  • A comprehensive coverage of scientific computing through many hands-on, example-driven recipes with detailed, step-by-step explanations
Who This Book Is For

Intended to anyone interested in numerical computing and data science: students, researchers, teachers, engineers, analysts, hobbyists... Basic knowledge of Python/NumPy is recommended. Some skills in mathematics will help you understand the theory behind the computational methods.

In Detail

IPython is at the heart of the Python scientific stack. With its widely acclaimed web-based notebook, IPython is today an ideal gateway to data analysis and numerical computing in Python.

IPython Interactive Computing and Visualization Cookbook contains many ready-to-use focused recipes for high-performance scientific computing and data analysis. The first part covers programming techniques, including code quality and reproducibility; code optimization; high-performance computing through dynamic compilation, parallel computing, and graphics card programming. The second part tackles data science, statistics, machine learning, signal and image processing, dynamical systems, and pure and applied mathematics.

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IPython Interactive Computing and Visualization Cookbook

Table of Contents
IPython Interactive Computing and Visualization Cookbook

IPython Interactive Computing and Visualization Cookbook

Copyright 2014 Packt Publishing

All rights reserved. No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews.

Every effort has been made in the preparation of this book to ensure the accuracy of the information presented. However, the information contained in this book is sold without warranty, either express or implied. Neither the author, nor Packt Publishing, and its dealers and distributors will be held liable for any damages caused or alleged to be caused directly or indirectly by this book.

Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals. However, Packt Publishing cannot guarantee the accuracy of this information.

First published: September 2014

Production reference: 1190914

Published by Packt Publishing Ltd.

Livery Place

35 Livery Street

Birmingham B3 2PB, UK.

ISBN 978-1-78328-481-8

www.packtpub.com

Cover image by Aniket Sawant (<>)

Credits

Author

Cyrille Rossant

Reviewers

Chetan Giridhar

Robert Johansson

Maurice HT Ling

Jose Unpingco

Commissioning Editor

Kartikey Pandey

Acquisition Editor

Greg Wild

Content Development Editor

Sriram Neelakantan

Technical Editors

Madhuri Das

Taabish Khan

Pratik More

Copy Editors

Janbal Dharmaraj

Deepa Nambiar

Karuna Narayanan

Project Coordinator

Judie Jose

Proofreaders

Simran Bhogal

Martin Diver

Maria Gould

Ameesha Green

Paul Hindle

Lucy Rowland

Indexer

Tejal Soni

Graphics

Sheetal Aute

Ronak Dhruv

Disha Haria

Production Coordinators

Melwyn D'sa

Adonia Jones

Manu Joseph

Saiprasad Kadam

Nilesh R. Mohite

Komal Ramchandani

Alwin Roy

Nitesh Thakur

Cover Work

Alwin Roy

About the Author

Cyrille Rossant is a researcher in neuroinformatics, and is a graduate of Ecole Normale Suprieure, Paris, where he studied mathematics and computer science. He has worked at Princeton University, University College London, and Collge de France.

As part of his data science and software engineering projects, he gained experience in machine learning, high-performance computing, parallel computing, and big data visualization. He is one of the developers of Vispy, a high-performance visualization package in Python. He is the author of Learning IPython for Interactive Computing and Data Visualization , Packt Publishing , a beginner-level introduction to data analysis in Python, and the prequel of this book.

I would like to thank the IPython development team for their support. I am also deeply grateful to Nick Fiorentini and his partner Darbie Whitman for their invaluable help during the later stages of editing.

Finally, I would like to thank my relatives and notably my wife Claire.

About the Reviewers

Chetan Giridhar is an open source evangelist and Python enthusiast. He has been invited to talk at international Python conferences on topics such as filesystems, search engines, and real-time communication. He is also working as an associate editor at Python editorial, The Python Papers Anthology .

Chetan works as a lead engineer and evangelist at BlueJeans Network (http://bluejeans.com/), a leading video conferencing site on Cloud Company.

He has co-authored an e-book, Design Patterns in Python , Testing Perspective , and has reviewed books on Python programming at Packt Publishing.

I'd like to thank my parents (Jayant and Jyotsana Giridhar), my wife Deepti, and my friends/colleagues for supporting and inspiring me.

Robert Johansson has a PhD in Theoretical Physics from Chalmers University of Technology, Sweden. He is currently working as a researcher at the Interdisciplinary Theoretical Science Research Group at RIKEN, Japan, focusing on computational condensed-matter physics and quantum mechanics.

Maurice HT Ling completed his PhD in Bioinformatics and BSc (Hons) in Molecular and Cell Biology from The University of Melbourne, Australia. He is currently a research fellow in Nanyang Technological University, Singapore, and an honorary fellow in The University of Melbourne, Australia. Maurice coedits The Python Papers and cofounded the Python User Group (Singapore), where he has served as an executive committee member since 2010. His research interests lies in lifebiological and artificial life, and artificial intelligenceusing computer science and statistics as tools to understand life and its numerous aspects. His personal website is http://maurice.vodien.com.

Jose Unpingco is the author of the Python for Signal Processing blog and the corresponding book. A graduate from University of California, San Diego, he has spent almost 20 years in the industry as an analyst, instructor, engineer, consultant, and technical director in the area of signal processing. His interests include time-series analysis, statistical signal processing, random processes, and large-scale interactive computing.

Unpingco has been an active member of the scientific Python community for over a decade, and developed some of the first video tutorials on IPython and scientific Python. He has also helped fund a number of scientific Python efforts in a wide variety of disciplines.

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Preface

We are becoming awash in the flood of digital data from scientific research, engineering, economics, politics, journalism, business, and many other domains. As a result, analyzing, visualizing, and harnessing data is the occupation of an increasingly large and diverse set of people. Quantitative skills such as programming, numerical computing, mathematics, statistics, and data mining, which form the core of data science, are more and more appreciated in a seemingly endless plethora of fields.

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