Machine Learning With PyTorch and Scikit-Learn_Sebastian Raschka, Yuxi (Hayden) Liu, Dr. Vahid Mirjalili.pdf

Machine Learning with PyTorch and Scikit-Learn Develop machine learning and deep learning models with Python Sebastian Raschka Yuxi (Hayden) Liu Vahid Mirjalili BIRMINGHAM—MUMBAI “Python” and the Python Logo are trademarks of the Python Software Foundation. Machine Learning with PyTorch and Scikit-Learn Copyright © 2022 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 authors, nor Packt Publishing or its dealers and distributors, will be held liable for any damages caused or alleged to have been 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. Producer: Tushar Gupta Acquisition Editor – Peer Reviews: Saby Dsilva Project Editor: Janice Gonsalves Content Development Editor: Bhavesh Amin Copy Editor: Safis Editing Technical Editor: Aniket Shetty Proofreader: Safis Editing Indexer: Tejal Daruwale Soni Presentation Designer: Pranit Padwal First published: February 2022 Production reference: 3220222 Published by Packt Publishing Ltd. Livery Place 35 Livery Street Birmingham B3 2PB, UK. ISBN 978-1-80181-931-2 www.packt.com Foreword Over recent years, machine learning methods, with their ability to make sense of vast amounts of data and automate decisions, have found widespread applications in healthcare, robotics, biology, physics, consumer products, internet services, and v