Introduction to machine learning / (Record no. 57651)

MARC details
000 -LEADER
fixed length control field 02552nam\a2200289\a\4500
001 - CONTROL NUMBER
control field 57651
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251215141834.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 251215s2020 maua b 001 0 eng
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2019028373
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9780262043793
Qualifying information (hardcover)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9780262358064
Qualifying information (ebook)
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Language of cataloging eng
Transcribing agency DLC
Description conventions rda
Modifying agency BD-DhIUB
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Edition number 23
Item number A319i
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Alpaydin, Ethem,
Relator term author.
245 10 - TITLE STATEMENT
Title Introduction to machine learning /
Statement of responsibility, etc Ethem Alpaydin.
250 ## - EDITION STATEMENT
Edition statement Fourth edition.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc England:
Name of publisher, distributor, etc The MIT Press,
Date of publication, distribution, etc 2020
300 ## - PHYSICAL DESCRIPTION
Extent xxiv, 682 pages :
Other physical details illustrations ;
Dimensions 24 cm.
490 0# - SERIES STATEMENT
Series statement Adaptive computation and machine learning series
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
520 ## - SUMMARY, ETC.
Summary, etc "Since the third edition of this text appeared in 2014, most recent advances in machine learning, both in theory and application, are related to neural networks and deep learning. In this new edition, the author has extended the discussion of multilayer perceptrons. He has also added a new chapter on deep learning including training deep neural networks, regularizing them so they learn better, structuring them to improve learning, e.g., through convolutional layers, and their recurrent extensions with short-term memory necessary for learning sequences. There is a new section on generative adversarial networks that have found an impressive array of applications in recent years. Alpaydin has also extended the chapter on reinforcement learning to discuss the use of deep networks in reinforcement learning. There is a new section on the policy gradient method that has been used frequently in recent years with neural networks, and two additional sections on two examples of deep reinforcement learning, which both made headlines when they were announced in 2015 and 2016 respectively. One is a network that learns to play arcade video games, and the other one learns to play Go. There are also revisions in other chapters reflecting new approaches, such as embedding methods for dimensionality reduction, and multi-label classification. In response to requests from instructors, this new edition contains two new appendices on linear algebra and optimization, to remind the reader of the basics of those topics that find use in machine learning"--
526 ## - STUDY PROGRAM INFORMATION NOTE
School name School of engineering, Technology &Sciences
Department Physical Science
Shelving Location Reference Stacks
541 ## - IMMEDIATE SOURCE OF ACQUISITION NOTE
Source of acquisition Risaam
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Shelving location Date acquired Source of acquisition Cost, normal purchase price Serial Enumeration / chronology Total Checkouts Full call number Barcode Date last seen Copy number Cost, replacement price Price effective from Koha item type
Withdrawn after missing   Dewey Decimal Classification   Not For Loan Library, Independent University, Bangladesh (IUB) Library, Independent University, Bangladesh (IUB) Reference Stacks 04/12/2025 Purchase 8900.00 2020   006.31 A319i 029453 15/12/2025 01 17800.00 04/12/2025 Books