IPython Interactive Computing and Visualization Cookbook: Harness IPython for powerful scientific computing and Python data visualization with this collection of more than 100 practical data science recipes

Cyrille Rossant

€41.99

4.5 (13 Ratings)

Paperback Sep 2014 512 pages 1st Edition

Cyrille Rossant

€41.99

4.5 (13 Ratings)

Paperback Sep 2014 512 pages 1st Edition

What do you get with Print?

Instant access to your digital eBook copy whilst your Print order is Shipped

Paperback book shipped to your preferred address

Download this book in EPUB and PDF formats

Access this title in our online reader with advanced features

DRM FREE - Read whenever, wherever and however you want

View table of contents

Preview Book

Description

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.

What you will learn

Code better by writing highquality, readable, and welltested programs; profiling and optimizing your code, and conducting reproducible interactive computing experiments
Master all of the new features of the IPython notebook, including the interactive HTML/JavaScript widgets
Analyze data with Bayesian and frequentist statistics (Pandas, PyMC, and R), and learn from data with machine learning (scikitlearn)
Gain valuable insights into signals, images, and sounds with SciPy, scikitimage, and OpenCV
Learn how to write blazingly fast Python programs with NumPy, PyTables, ctypes, Numba, Cython, OpenMP, GPU programming (CUDA and OpenCL), parallel IPython, MPI, and many more

Estimated delivery fee Deliver to Finland

Premium delivery 7 - 10 business days

€17.95

(Includes tracking information)

What do you get with Print?

Instant access to your digital eBook copy whilst your Print order is Shipped

Paperback book shipped to your preferred address

Download this book in EPUB and PDF formats

Access this title in our online reader with advanced features

DRM FREE - Read whenever, wherever and however you want

Frequently bought together

€41.99

€41.99

Total € 83.98

FAQs

What is the delivery time and cost of print book?

Shipping Details

USA:

Economy: Delivery to most addresses in the US within 10-15 business days

Premium: Trackable Delivery to most addresses in the US within 3-8 business days

UK:

Economy: Delivery to most addresses in the U.K. within 7-9 business days.
Shipments are not trackable

Premium: Trackable delivery to most addresses in the U.K. within 3-4 business days!
Add one extra business day for deliveries to Northern Ireland and Scottish Highlands and islands

EU:

Premium: Trackable delivery to most EU destinations within 4-9 business days.

Australia:

Economy: Can deliver to P. O. Boxes and private residences.
Trackable service with delivery to addresses in Australia only.
Delivery time ranges from 7-9 business days for VIC and 8-10 business days for Interstate metro
Delivery time is up to 15 business days for remote areas of WA, NT & QLD.

Premium: Delivery to addresses in Australia only
Trackable delivery to most P. O. Boxes and private residences in Australia within 4-5 days based on the distance to a destination following dispatch.

India:

Premium: Delivery to most Indian addresses within 5-6 business days

Rest of the World:

Premium: Countries in the American continent: Trackable delivery to most countries within 4-7 business days

Asia:

Premium: Delivery to most Asian addresses within 5-9 business days

Disclaimer:
All orders received before 5 PM U.K time would start printing from the next business day. So the estimated delivery times start from the next day as well. Orders received after 5 PM U.K time (in our internal systems) on a business day or anytime on the weekend will begin printing the second to next business day. For example, an order placed at 11 AM today will begin printing tomorrow, whereas an order placed at 9 PM tonight will begin printing the day after tomorrow.

Unfortunately, due to several restrictions, we are unable to ship to the following countries:

Afghanistan
American Samoa
Belarus
Brunei Darussalam
Central African Republic
The Democratic Republic of Congo
Eritrea
Guinea-bissau
Iran
Lebanon
Libiya Arab Jamahriya
Somalia
Sudan
Russian Federation
Syrian Arab Republic
Ukraine
Venezuela

What is custom duty/charge?

Customs duty are charges levied on goods when they cross international borders. It is a tax that is imposed on imported goods. These duties are charged by special authorities and bodies created by local governments and are meant to protect local industries, economies, and businesses.

Do I have to pay customs charges for the print book order?

The orders shipped to the countries that are listed under EU27 will not bear custom charges. They are paid by Packt as part of the order.

List of EU27 countries: www.gov.uk/eu-eea:

A custom duty or localized taxes may be applicable on the shipment and would be charged by the recipient country outside of the EU27 which should be paid by the customer and these duties are not included in the shipping charges been charged on the order.

How do I know my custom duty charges?

The amount of duty payable varies greatly depending on the imported goods, the country of origin and several other factors like the total invoice amount or dimensions like weight, and other such criteria applicable in your country.

For example:

If you live in Mexico, and the declared value of your ordered items is over $ 50, for you to receive a package, you will have to pay additional import tax of 19% which will be $ 9.50 to the courier service.
Whereas if you live in Turkey, and the declared value of your ordered items is over € 22, for you to receive a package, you will have to pay additional import tax of 18% which will be € 3.96 to the courier service.

How can I cancel my order?

Cancellation Policy for Published Printed Books:

You can cancel any order within 1 hour of placing the order. Simply contact [email protected] with your order details or payment transaction id. If your order has already started the shipment process, we will do our best to stop it. However, if it is already on the way to you then when you receive it, you can contact us at [email protected] using the returns and refund process.

Please understand that Packt Publishing cannot provide refunds or cancel any order except for the cases described in our Return Policy (i.e. Packt Publishing agrees to replace your printed book because it arrives damaged or material defect in book), Packt Publishing will not accept returns.

What is your returns and refunds policy?

Return Policy:

We want you to be happy with your purchase from Packtpub.com. We will not hassle you with returning print books to us. If the print book you receive from us is incorrect, damaged, doesn't work or is unacceptably late, please contact Customer Relations Team on [email protected] with the order number and issue details as explained below:

If you ordered (eBook, Video or Print Book) incorrectly or accidentally, please contact Customer Relations Team on [email protected] within one hour of placing the order and we will replace/refund you the item cost.
Sadly, if your eBook or Video file is faulty or a fault occurs during the eBook or Video being made available to you, i.e. during download then you should contact Customer Relations Team within 14 days of purchase on [email protected] who will be able to resolve this issue for you.
You will have a choice of replacement or refund of the problem items.(damaged, defective or incorrect)
Once Customer Care Team confirms that you will be refunded, you should receive the refund within 10 to 12 working days.
If you are only requesting a refund of one book from a multiple order, then we will refund you the appropriate single item.
Where the items were shipped under a free shipping offer, there will be no shipping costs to refund.

On the off chance your printed book arrives damaged, with book material defect, contact our Customer Relation Team on [email protected] within 14 days of receipt of the book with appropriate evidence of damage and we will work with you to secure a replacement copy, if necessary. Please note that each printed book you order from us is individually made by Packt's professional book-printing partner which is on a print-on-demand basis.

What tax is charged?

Currently, no tax is charged on the purchase of any print book (subject to change based on the laws and regulations). A localized VAT fee is charged only to our European and UK customers on eBooks, Video and subscriptions that they buy. GST is charged to Indian customers for eBooks and video purchases.

What payment methods can I use?

You can pay with the following card types:

Visa Debit
Visa Credit
MasterCard
PayPal

What is the delivery time and cost of print books?

Shipping Details

USA:

Economy: Delivery to most addresses in the US within 10-15 business days

Premium: Trackable Delivery to most addresses in the US within 3-8 business days

UK:

Economy: Delivery to most addresses in the U.K. within 7-9 business days.
Shipments are not trackable

Premium: Trackable delivery to most addresses in the U.K. within 3-4 business days!
Add one extra business day for deliveries to Northern Ireland and Scottish Highlands and islands

EU:

Premium: Trackable delivery to most EU destinations within 4-9 business days.

Australia:

India:

Premium: Delivery to most Indian addresses within 5-6 business days

Rest of the World:

Premium: Countries in the American continent: Trackable delivery to most countries within 4-7 business days

Asia:

Premium: Delivery to most Asian addresses within 5-9 business days

Unfortunately, due to several restrictions, we are unable to ship to the following countries:

Afghanistan
American Samoa
Belarus
Brunei Darussalam
Central African Republic
The Democratic Republic of Congo
Eritrea
Guinea-bissau
Iran
Lebanon
Libiya Arab Jamahriya
Somalia
Sudan
Russian Federation
Syrian Arab Republic
Ukraine
Venezuela

Filter reviews by

All

Amazon verified reviews

P. Sebastien May 28, 2017

probably my preferred book in Python. Great case studies. Rashka, Rossant= fantastic books

Amazon Verified review

C. Smith Mar 26, 2015

This book does a great job of providing both a useful overview and introduction to python as well as demonstrating the power and advanced functionality across a broad spectrum of topics in data science, mathematic and visualization. This book includes practical examples and code. Highly recommended.

Randy Heiland Mar 29, 2015

This book was well worth purchasing, in my opinion. I follow the ipython-dev list and I've seen the author's name appear many times, with very useful contributions, so I felt he certainly had the credibility to write this book. Any book about a software project runs the risk of becoming out of date as the project evolves, but in this case, at least so far, it holds up very well.The book has considerable breadth, as can be seen from the online Table of Contents (although the last page of the ToC seems to be missing). Breadth isn't necessarily a positive feature for every book/reader, but I personally like it. If one wants more depth, it's probably better to use online resources anyway.I appreciate the author being so pro open source and that he provides a github repo for code related to the book. And I personally agree with his decision to recommend using Anaconda's Python distribution; it makes life much easier when installing packages from the larger Python ecosystem. He might have gone one step further and encourage readers to join the Anaconda mailing list, but hopefully they'll figure that out on their own.I'd say the target audience is probably college students - any student in need of doing some interactive computational or data science. However, I *wish* more high school students would pick up a book like this and use it. MATLAB is fine, but Python + matplotlib, etc is better in many ways.I appreciate being made aware of the author's own visualization package, vispy, and hope to play with it more in the future. However, I was a little surprised and disappointed he didn't also mention VTK (although VTK doesn't currently install using conda/Anaconda Python 3.4).I thought it was especially brave (and admirable) of the author to contribute Chapter 5 on HPC, especially for multiple operating systems, GPU libs (CUDA and OpenCL), and MPI. Fairly advanced stuff, but worth the read.I sincerely appreciate the author undertaking this book project and commend him on the selection of topics and the overall layout. A good read with good visuals. Thanks!

Kristbjorn Helgason Mar 29, 2015

This book is a great source for both general data science methods and advanced interactive computing in Python. In particular, the chapter about the use of IPython Notebook is one of the best and most comprehensive text on the subject that I have seen. The introduction to different plotting libraries makes a good reference when matplotlib fails to give you the desired output.The explanations are concisely written but each sub-chapter also offers an extensive list of links to more detailed reading material, if needed.If you are looking for a book with extensive information about doing data science in IPython, everything from simple data munging to complicated machine learning, this is a good choice.

Michael Bright Feb 23, 2015

I read a review copy, all 509 pages as this was a great read.The book has a very broad coverage of interactive computing through the use of IPython.Each chapter and sub-section finishes with a “There’s more …” section providing a large number of useful links for further study on that sections content, allowing the reader to investigate further.The book steps us through all example source code, but the example source and example data are all provided in github repositories so all experiments can be reproduced by the reader. Sufficient information is provided to reproduce the experiments on Windows, Linux or OS X.The earlier chapters introduce us to IPython, in it’s current 2.x form but also present what’s coming in the 3.0 release. It was impressive to see how IPython is evolving into a more interactive platform through the integration of Javascript capabilities - it is shown how IPython can be extended in various ways, and how widgets can be used to interact with the visualization - e.g. having a slider widget to modify an analysis and the associated plot. One example involves the implementation of a piano keyboard within IPython.Impressive stuff showing how useful IPython is becoming for data analysis and visualization.Nevertheless for an introduction to IPython the authors’ earlier book on PacktPub “Learning IPython for Interactive Computing and Data Visualization” is a recommended read.The first part of the book covers high performance interactive computing, starting with IPython, its’ notebooks, profiling and optimization of code through various libraries including Numpy, Numba, Cython and even OpenCL or pyCUDA to harness GPUs. The final chapter of this section covers plotting libraries such as prettyplotlib, seaborn, Bokeh, NetworkX, D3.js, Vispy which go beyond the capabilities of the standard matplotlib.The second part of the book enumerates how these capabilities can be applied in many domains of data science whether it be statistical data analysis, machine learning, optimization, signal processing, image and audio, deterministic and stochastic dynamic systems, graphs and geographical systems and finally symbolic mathematics.There is a very impressive range of techniques covered in the book and the examples cover a wide range of ideas from pure statistics, to frequency domain (FFT), audio, image and graph and map plotting.Whilst such a book can not go into great depth for so many subjects, tools and methods the book provides many realistic reproducible examples, in souce code, along with many references to be able to investigate further.The last chapter deals with symbolic mathematics using sympy. I was quite amazed at what I was able to do by just installing one extra python module - sympy. Sympy is able to display mathematical formulas, via the Latex-capable MathJax library, to solve equations and the like.Overall this book is a very interesting read and is packed with information, examples and very useful references. I recommend it to anyone wanting an overview of Python/IPython capabilities for data visualization.An inspiring book?Well yes, I'm inspired to delve deeper into IPython and its use in various data analytic domains, I'm also inspired to use the examples for teaching workshops.

IPython Interactive Computing and Visualization Cookbook: Harness IPython for powerful scientific computing and Python data visualization with this collection of more than 100 practical data science recipes

What do you get with Print?