Understanding machine learning (Record no. 373718)

000 -LEADER
fixed length control field 04244nam a2200733 c 4500
001 - CONTROL NUMBER
control field 776635387
003 - CONTROL NUMBER IDENTIFIER
control field DE-601
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20200513154721.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 140120s2014 xxk 000 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781107057135 (hardback)
Terms of availability USD 60.00
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)931469954
035 ## - SYSTEM CONTROL NUMBER
System control number (OBV)AC11224277
035 ## - SYSTEM CONTROL NUMBER
System control number (ZBM)1305.68005
035 ## - SYSTEM CONTROL NUMBER
System control number b13287461
035 ## - SYSTEM CONTROL NUMBER
System control number (DE-599)OBVAC11224277
040 ## - CATALOGING SOURCE
Language of cataloging ger
Transcribing agency GBVCP
Description conventions rda
041 0# - LANGUAGE CODE
Language code of text/sound track or separate title eng
044 ## - COUNTRY OF PUBLISHING/PRODUCING ENTITY CODE
MARC country code xxk
-- xxu
-- at
050 #0 - LIBRARY OF CONGRESS CALL NUMBER
Classification number Q325.5
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3/1
084 ## - OTHER CLASSIFICATION NUMBER
Classification number 54.72
Number source bkl
084 ## - OTHER CLASSIFICATION NUMBER
Classification number ST 302
Number source rvk
084 ## - OTHER CLASSIFICATION NUMBER
Classification number ST 300
Number source rvk
084 ## - OTHER CLASSIFICATION NUMBER
Classification number ST 301
Number source rvk
084 ## - OTHER CLASSIFICATION NUMBER
Classification number mat
Assigning agency DE-601
Number source z
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Shalev-Shwartz, Shai
Relator term VerfasserIn
Relator code aut
Authority record control number (DE-601)792344804
-- (DE-588)1054825882
9 (RLIN) 58
245 10 - TITLE STATEMENT
Title Understanding machine learning
Remainder of title from theory to algorithms
Statement of responsibility, etc. Shai Shalev-Shwartz (The Hebrew University, Jerusalem), Shai Ben-David (University of Waterloo, Canada)
264 31 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Cambridge
-- New York, NY; Port Melbourne
-- Delhi
-- Singapore
Name of producer, publisher, distributor, manufacturer Cambrige University Press
Date of production, publication, distribution, manufacture, or copyright notice [2014]
300 ## - PHYSICAL DESCRIPTION
Extent xvi, 397 Seiten
Other physical details Illustrationen
336 ## - CONTENT TYPE
Content type term Text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term ohne Hilfsmittel zu benutzen
Media type code n
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term Band
Carrier type code nc
Source rdacarrier
500 ## - GENERAL NOTE
General note Literaturverzeichnis: Seite 385-393
500 ## - GENERAL NOTE
General note Hier auch später erschienene, unveränderte Nachdrucke
520 ## - SUMMARY, ETC.
Summary, etc. Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for an advanced undergraduate or beginning graduate course, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics, and engineering.
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Authority record control number (DE-601)105224782
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Topical term or geographic name as entry element Maschinelles Lernen
Source of heading or term gnd
9 (RLIN) 4860
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning
9 (RLIN) 1680
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Algorithms
9 (RLIN) 864
951 ## - EQUIVALENCE OR CROSS-REFERENCE-GEOGRAPHIC NAME/AREA NAME [OBSOLETE] [CAN/MARC only]
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Source of heading or term 32
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700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Ben-David, Shai
Relator term VerfasserIn
Relator code aut
Authority record control number (DE-601)883934183
-- (DE-588)1129370623
9 (RLIN) 4861
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Online-Ausg.
Title Shalev-Shwartz, Shai: Understanding machine learning
Record control number (DE-601)790385910
856 42 - ELECTRONIC LOCATION AND ACCESS
Link text Zentralblatt MATH
Uniform Resource Identifier <a href="http://zbmath.org/?q=an:1305.68005">http://zbmath.org/?q=an:1305.68005</a>
Contact for access assistance V:DE-601;B:ZBM
Electronic format type pdf/application
856 42 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://external.dandelon.com/download/attachments/dandelon/ids/DE00457DAA850642DB1F7C1257D2A0031CD50.pdf">https://external.dandelon.com/download/attachments/dandelon/ids/DE00457DAA850642DB1F7C1257D2A0031CD50.pdf</a>
Contact for access assistance V:DE-601;B:AGI
Electronic format type pdf/application
Link text table of content
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Date of a work 7th pr. 2017
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942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent Location Current Location Date acquired Full call number Barcode Date last seen Koha item type Total Checkouts Total Renewals Checked out Date checked out Price effective from Cost, normal purchase price Source of acquisition Cost, replacement price Collection code
  Not Lost     1 Books at groups Books at groups 2019-10-07     2019-10-07 Book         2019-10-07 41.11 2 41.11 Mondelli Group
  Not Lost       Library Library 2014-08-25 006 AT-ISTA#000077 2018-11-07 Reference Book                  
  Not Lost       Library Library 2014-08-29 006 AT-ISTA#000598 2020-05-08 Book 5 16 2021-02-14 2020-05-08 2014-08-29        
  Lost       Library Library 2014-09-03 006 dummy561 2015-09-02 Book 1     2014-09-03          
  Lost       Library Library 2014-09-03 006 dummy562 2016-06-24 Book 1     2014-09-03 2014-09-03        
  Not Lost       Library Library 2015-08-11 006 AT-ISTA#001368 2018-06-18 Book 1 31 2021-02-04 2018-06-18   42.42      
  Missing in Inventory       Library Library 2016-12-16 006 AT-ISTA#001251 2017-07-06 Book         2016-12-16 43.12 2 43.12  
  Not Lost       Library Library 2019-01-23 006 AT-ISTA#001671 2019-06-04 Book 1 3   2019-01-24 2019-01-23 39.87 3 40.43  
  Not Lost       Library Library 2019-02-18 006 AT-ISTA#001683 2020-12-03 Book 3 1   2020-11-22 2019-02-18 48.42 2 50.00  
  Not Lost       Library Library 2019-03-21 006 AT-ISTA#001740 2019-09-24 Book 2 24 2021-02-20 2019-09-24 2019-03-21 41.29 3 40.94  

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