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Mastering Machine Learning with scikit-learn

Machine Learning with scikit -learnApply effective Learning algorithms to real-world problems using scikit -learnGavin HackelingBIRMINGHAM - Machine Learning with scikit -learnCopyright 2014 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 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 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 2: Linear Regression 21 ... Regularization40 Applying linear regression 41 Exploring the data 41 Fitting and evaluating the model 44 Fitting models with gradient descent 46 Summary 50 www.it-ebooks.info. Table of Contents [ii ] Chapter 3: Feature Extraction and Preprocessing 51 Extracting features from categorical variables 51 ...

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