Machine learning : (Record no. 45912)

MARC details
000 -LEADER
fixed length control field 02514cam a22004331i 4500
003 - CONTROL NUMBER IDENTIFIER
control field OCoLC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251013123512.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 230202s2023 ne a ob 001 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780323984690
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 032398469X
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9780323898591
041 ## - LANGUAGE CODE
Language English
049 ## - LOCAL HOLDINGS (OCLC)
Holding library MAIN
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Edition number 23
Item number GOR
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Gori, Marco,
245 10 - TITLE STATEMENT
Title Machine learning :
Remainder of title a constraint-based approach.
250 ## - EDITION STATEMENT
Edition statement Second edition /
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc Cambridge Morgan Kaufmann,
Date of publication, distribution, etc 2024.
300 ## - PHYSICAL DESCRIPTION
Extent xviii, 537p. :
Other physical details illustrations (black and white) ;
500 ## - GENERAL NOTE
General note Previous edition: published as by Marco Gori. 2018.
500 ## - GENERAL NOTE
General note <p>1. The Big Picture 2. Learning Principles 3. Linear-Threshold Machines 4. Kernel Machines 5. Deep Architectures 6. Learning from Constraints 7. Epilogue 8. Answers to selected exercises</p>
520 ## - SUMMARY, ETC.
Summary, etc Machine Learning: A Constraint-Based Approach, Second Edition provides readers with a refreshing look at the basic models and algorithms of machine learning, with an emphasis on current topics of interest that include neural networks and kernel machines. The book presents the information in a truly unified manner that is based on the notion of learning from environmental constraints. It draws a path towards deep integration with machine learning that relies on the idea of adopting multivalued logic formalisms, such as in fuzzy systems. Special attention is given to deep learning, which nicely fits the constrained-based approach followed in this book. The book presents a simpler unified notion of regularization, which is strictly connected with the parsimony principle, including many solved exercises that are classified according to the Donald Knuth ranking of difficulty, which essentially consists of a mix of warm-up exercises that lead to deeper research problems. A software simulator is also included.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Algorithms.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Betti, Alessandro,
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Melacci, Stefano,
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Gori, Marco.
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://ezproxy.lib.gla.ac.uk/login?url=https://www.sciencedirect.com/science/book/9780323898591">https://ezproxy.lib.gla.ac.uk/login?url=https://www.sciencedirect.com/science/book/9780323898591</a>
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type General Books
100 1# - MAIN ENTRY--PERSONAL NAME
Relator term author.
250 ## - EDITION STATEMENT
Remainder of edition statement Marco Gori, Alessandro Betti, Stefano Melacci.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
700 1# - ADDED ENTRY--PERSONAL NAME
Relator term author.
700 1# - ADDED ENTRY--PERSONAL NAME
Relator term author.
700 1# - ADDED ENTRY--PERSONAL NAME
Title of a work Machine learning.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
International Standard Book Number 9780323898591.
856 40 - ELECTRONIC LOCATION AND ACCESS
Public note Connect to e-book
907 ## - LOCAL DATA ELEMENT G, LDG (RLIN)
a .b40293956
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Location Shelving location Date of Cataloging Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification     Non-fiction CUTN Central Library CUTN Central Library Generalia 13/10/2025   006.31 GOR 54567 13/10/2025 13/10/2025 General Books