Automated Machine Learning in Action_Qingquan Song, Haifeng Jin, Xia Hu.pdf

MANNING Qingquan Song Haifeng Jin Xia Hu Problem framing and dataset collection Data preprocessing and feature engineering MLalgorithm selection Hyperparameter tuning Service deployment and model monitoring Model training and evaluation Continuousmaintenanceand feedbackintegration Learned model Training dataset ML algorithm Manually adjust hyperparameter. Validation dataset Final model T est dataset Training Tuning T esting The life cycle of a machine learning (ML) model The hyperparameter-tuning workflow Automated Machine Learning in Action Automated Machine Learning in Action QINGQUAN SONG HAIFENG JIN XIA HU MANNING SHELTER ISLAND For online information and ordering of this and other Manning books, please visit www.manning.com. The publisher offers discounts on this book when ordered in quantity.  For more information, please contact Special Sales Department Manning Publications Co. 20 Baldwin Road PO Box 761 Shelter Island, NY 11964 Email: [email protected] ©2022 by Manning Publications Co. All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in  any form or by means electronic, mechanical, photocopying, or otherwise, without prior written  permission of the publisher. Many of the designations used by manufacturers and sellers to distinguish their products are  claimed as trademarks. Where those designations appear in the book, and Manning Publications  was aware of a trademark claim, the designations have been printed in initial caps or all caps. Recognizing the importance of preserving what has been written, it is Manning’s policy to have  the books we publish printed on acid-free paper, and we exert our best efforts to that end.  Recognizing also our responsibility to conserve the resources of our planet, Manning books are printed on paper that is at least 15 percent recycled and processed without the use of  elemental chlorine. The author and publisher have made every effort to ensure that the i