logo资料库

The Deep Learning Revolution.pdf

第1页 / 共354页
第2页 / 共354页
第3页 / 共354页
第4页 / 共354页
第5页 / 共354页
第6页 / 共354页
第7页 / 共354页
第8页 / 共354页
资料共354页,剩余部分请下载后查看
Contents
Preface
I Intelligence Reimagined
1 The Rise of Machine Learning
2 The Rebirth of Artificial Intelligence
3 The Dawn of Neural Networks
5 Insights from the Visual System
II Many Ways to Learn
6 The Cocktail Party Problem
7 The Hopfield Net and Boltzmann Machine
8 Backpropagating Errors
9 Convolutional Learning
10 Reward Learning
11 Neural Information Processing Systems
III Technological and Scientific Impact
12 The Future of Machine Learning
13 The Age of Algorithms
14 Hello, Mr. Chips
15 Inside Information
16 Consciousness
17 Nature Is Cleverer Than We Are
18 Deep Intelligence
Acknowledgments
Recommended Reading
Glossary
Notes
Index
The Deep Learning Revolution
The Deep Learning Revolution Terrence J. Sejnowski The MIT Press Cambridge, Massachusetts London, England
© 2018 Massachusetts Institute of Technology All rights reserved. No part of this book may be reproduced in any form by any electronic or mechanical means (including photocopying, recording, or information storage and retrieval) without permission in writing from the publisher. This book was set in ITC Stone Sans Std and ITC Stone Serif Std by Toppan Best-set Premedia Limited. Printed and bound in the United States of America. Library of Congress Cataloging-in-Publication Data Names: Sejnowski, Terrence J. (Terrence Joseph), author. Title: The deep learning revolution / Terrence J. Sejnowski. Description: Cambridge, MA : The MIT Press, 2018. | Includes bibliographical references and index. Identifiers: LCCN 2017044863 | ISBN 9780262038034 (hardcover : alk. paper) Subjects: LCSH: Machine learning. | Big data. | Artificial intelligence--Social aspects. Classification: LCC Q325.5 .S45 2018 | DDC 006.3/1--dc23 LC record available at https://lccn.loc.gov/2017044863 10 9 8 7 6 5 4 3 2 1
For Bo and Sol, Theresa, and Joseph In memory of Solomon Golomb
分享到:
收藏