Introduction to Machine Learning. (Record no. 59343)

MARC details
000 -LEADER
fixed length control field 03428cam a2200553Ii 4500
001 - CONTROL NUMBER
control field ocn889884227
003 - CONTROL NUMBER IDENTIFIER
control field OCoLC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240910175021.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field m o d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field ta
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 140903t20142014maua ob 001 0 eng d
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2014007214
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262325745
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 0262325748
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9780262028189
Qualifying information (hardcover)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 0262028182
Qualifying information (hardcover)
029 1# - OTHER SYSTEM CONTROL NUMBER (OCLC)
OCLC library identifier AU@
System control number 000056931154
029 1# - OTHER SYSTEM CONTROL NUMBER (OCLC)
OCLC library identifier DEBBG
System control number BV042508770
029 1# - OTHER SYSTEM CONTROL NUMBER (OCLC)
OCLC library identifier DEBBG
System control number BV044055958
029 1# - OTHER SYSTEM CONTROL NUMBER (OCLC)
OCLC library identifier NZ1
System control number 15921655
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)889884227
Canceled/invalid control number (OCoLC)982239517
-- (OCoLC)1055380921
-- (OCoLC)1066689145
-- (OCoLC)1081289198
-- (OCoLC)1086902971
040 ## - CATALOGING SOURCE
Original cataloging agency N$T
Language of cataloging eng
Description conventions rda
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Transcribing agency N$T
Modifying agency YDXCP
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-- B24X7
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-- COO
-- OSU
-- EBLCP
-- OCLCQ
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-- CNR
049 ## - LOCAL HOLDINGS (OCLC)
Holding library CNRM
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number Q325.5
Item number .A46 2014
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 000000
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3/1
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Alpaydin, Ethem,
Relator term author.
245 10 - TITLE STATEMENT
Title Introduction to Machine Learning.
250 ## - EDITION STATEMENT
Edition statement Third edition.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Cambridge, Massachusetts :
Name of producer, publisher, distributor, manufacturer The MIT Press,
Date of production, publication, distribution, manufacture, or copyright notice 2014.
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice 2014
300 ## - PHYSICAL DESCRIPTION
Extent xxii, 613 pages :
Other physical details illustrations.
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term unmediated
Media type code n
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term volume
Carrier type code nc
Source rdacarrier
490 1# - SERIES STATEMENT
Series statement Adaptive computation and machine learning
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references (page 203) and index.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Introduction -- Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Kernel machines -- Graphical models -- Brief contents -- Hidden markov models -- Bayesian estimation -- Combining multiple learners -- Reinforcement learning -- Design and analysis of machine learning experiments.
520 ## - SUMMARY, ETC.
Summary, etc. Machine learning is rapidly becoming a skill that computer science students must master before graduation. The third edition of this title reflects this shift, with added support for beginners, including selected solutions for exercises and additional example data sets (with code available online). Other substantial changes include discussions of outlier detection; ranking algorithms for perceptrons and support vector machines; matrix decomposition and spectral methods; distance estimation; new kernel algorithms; deep learning in multilayered perceptrons; and the nonparametric approach to Bayesian methods. All learning algorithms are explained so that students can easily move from the equations in the book to a computer program. The book can be used by both advanced undergraduates and graduate students. It will also be of interest to professionals who are concerned with the application of machine learning methods. --
Assigning source Edited summary from book.
588 0# - SOURCE OF DESCRIPTION NOTE
Source of description note Print version record.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning.
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS
General subdivision General.
Source of heading or term bisacsh
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning.
Source of heading or term fast
Authority record control number (OCoLC)fst01004795
655 #0 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
9 (RLIN) 2287
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
9 (RLIN) 2287
655 #7 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
Source of term lcgft
9 (RLIN) 2287
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Adaptive computation and machine learning.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Library of Congress Classification
Koha item type BOOK
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Shelving location Date acquired Total Checkouts Total Renewals Full call number Barcode Checked out Date last seen Date last checked out Copy number Price effective from Koha item type
    Library of Congress Classification     NCAR Library NCAR Library Foothills Lab 09/09/2019 1 4 Q325.5 .A46 2014 50583020010215 01/01/2025 10/18/2019 10/18/2019 1 09/09/2019 BOOK

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