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Deep-Learning-with-PyTorch(经典英文原版教材).pdf
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Deep-Learning-with-PyTorch(经典英文原版教材).pdf
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MANNING
Eli Stevens
Luca Antiga
Thomas Viehmann
Foreword by Soumith Chintala
PRODUCTION
SERVER
CLOUD
PRODUCTION
(OX, JIT
TORCHSCRIPT)
TRAINED
MODEL
TRAINING
LP
BATCH
TENSOR
SAMPLE
TENSORS
DATA
SOURCE
MULTIPROCE
DATA LOADING
UNTRAINED
MODEL
DISTRIBUTED TRAINING
ON MULTIPLE SERVERS/GPU
S
Deep Learning
with PyTorch
ELI STEVENS, LUCA ANTIGA,
AND THOMAS VIEHMANN
FOREWORD BY SOUMITH CHINTALA
MANNING
SHELTER ISLAND
For online information and ordering of this and other Manning books, please visit
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For more information, please contact
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Manning Publications Co.
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©2020 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
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Manning Publications Co. Development editor: Frances Lefkowitz
20 Baldwin Road Technical development editor: Arthur Zubarev
PO Box 761 Review editor: Ivan Martinovic
´
Shelter Island, NY 11964 Production editor: Deirdre Hiam
Copyeditor: Tiffany Taylor
Proofreader: Katie Tennant
Technical proofreader: Kostas Passadis
Typesetter: Gordan Salinovic
Cover designer: Marija Tudor
ISBN 9781617295263
Printed in the United States of America
12345678910–SP –242322212019
To my wife (this book would not have happened without her invaluable
support and partnership),
my parents (I would not have happened without them),
and my children (this book would have happened a lot sooner but for them).
Thank you for being my home, my foundation, and my joy.
—Eli Stevens
Same :-) But, really, this is for you, Alice and Luigi.
—Luca Antiga
To Eva, Rebekka, Jonathan, and David.
—Thomas Viehmann
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