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Building Machine Learning Systems with Python

Building Machine Learning Systems with PythonMaster the art of Machine Learning with Python and build effective Machine Learning Systems with this intensive hands-on guideWilli RichertLuis Pedro CoelhoBIRMINGHAM - MUMBAIB uilding Machine Learning Systems with PythonCopyright 2013 Packt PublishingAll 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 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 authors, 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 Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals.

Chapter 6: Classification II – Sentiment Analysis 117 Sketching our roadmap 117 Fetching the Twitter data 118 Introducing the Naive Bayes classifier 118 Getting to know the Bayes theorem 119 Being naive 120 Using Naive Bayes to classify 121 Accounting for unseen words and other oddities 124 Accounting for arithmetic underflows 125

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  Analysis, Data, Sentiment, Twitter, Sentiment analysis, Twitter data

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