Industrial Applications of Machine Learning / (Record no. 59415)
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000 -LEADER | |
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fixed length control field | 03988nam a2200601Ii 4500 |
001 - CONTROL NUMBER | |
control field | 9781351128384 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | FlBoTFG |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20220414100334.0 |
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 | cr |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 190122t20182019fluab ob 001 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781351128384(e-book : PDF) |
035 ## - SYSTEM CONTROL NUMBER | |
System control number | (OCoLC)1078875107 |
040 ## - CATALOGING SOURCE | |
Original cataloging agency | FlBoTFG |
Transcribing agency | FlBoTFG |
Description conventions | rda |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | Q325.5 |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | BUS |
Subject category code subdivision | 061000 |
Source | bisacsh |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | COM |
Subject category code subdivision | 021030 |
Source | bisacsh |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | COM |
Subject category code subdivision | 037000 |
Source | bisacsh |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | UN |
Source | bicscc |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.3/1 |
Edition number | 23 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Larrañaga, Pedro, |
Relator term | author. |
245 10 - TITLE STATEMENT | |
Title | Industrial Applications of Machine Learning / |
Statement of responsibility, etc. | by Pedro Larrañaga, David Atienza, Javier Diaz-Rozo, Alberto Ogbechie, Carlos Esteban Puerto-Santana and Concha Bielza. |
250 ## - EDITION STATEMENT | |
Edition statement | First edition. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Place of production, publication, distribution, manufacture | Boca Raton, FL : |
Name of producer, publisher, distributor, manufacturer | CRC Press, |
Date of production, publication, distribution, manufacture, or copyright notice | [2018]. |
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Date of production, publication, distribution, manufacture, or copyright notice | ©2019. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 1 online resource (350 pages) : |
Other physical details | 148 illustrations, text file, PDF. |
336 ## - CONTENT TYPE | |
Content type term | text |
Source | rdacontent |
337 ## - MEDIA TYPE | |
Media type term | computer |
Source | rdamedia |
338 ## - CARRIER TYPE | |
Carrier type term | online resource |
Source | rdacarrier |
490 1# - SERIES STATEMENT | |
Series statement | Chapman & Hall/CRC Data Mining and Knowledge Discovery Series |
504 ## - BIBLIOGRAPHY, ETC. NOTE | |
Bibliography, etc. note | Includes bibliographical references and index. |
505 00 - FORMATTED CONTENTS NOTE | |
Title | 1 The Fourth Industrial Revolution 2 Machine Learning 3 Applications of Machine Learning in Industrial Sectors 4 Component-Level Case Study: Remaining Useful Life of Bearings 5 Machine-Level Case Study: Fingerprint of Industrial Motors 6 Production-Level Case Study: Automated Visual Inspection of a Laser Process 7 Distribution-Level Case Study: Forecasting of Air Freight Delays. |
520 3# - SUMMARY, ETC. | |
Summary, etc. | Industrial Applications of Machine Learning shows how machine learning can be applied to address real-world problems in the fourth industrial revolution, and provides the required knowledge and tools to empower readers to build their own solutions based on theory and practice. The book introduces the fourth industrial revolution and its current impact on organizations and society. It explores machine learning fundamentals, and includes four case studies that address a real-world problem in the manufacturing or logistics domains, and approaches machine learning solutions from an application-oriented point of view. The book should be of special interest to researchers interested in real-world industrial problems. Features Describes the opportunities, challenges, issues, and trends offered by the fourth industrial revolution Provides a user-friendly introduction to machine learning with examples of cutting-edge applications in different industrial sectors Includes four case studies addressing real-world industrial problems solved with machine learning techniques A dedicated website for the book contains the datasets of the case studies for the reader's reproduction, enabling the groundwork for future problem-solving Uses of three of the most widespread software and programming languages within the engineering and data science communities, namely R, Python, and Weka. |
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
Additional physical form available note | Also available in print format. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Machine learning |
General subdivision | Industrial applications. |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | COMPUTERS / Database Management / Data Mining. |
Source of heading or term | bisacsh |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | COMPUTERS / Machine Theory. |
Source of heading or term | bisacsh |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | artificial intelligence. |
Source of heading or term | bisacsh |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | big data. |
Source of heading or term | bisacsh |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | data science. |
Source of heading or term | bisacsh |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | fourth industrial revoluntion. |
Source of heading or term | bisacsh |
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | programming. |
Source of heading or term | bisacsh |
655 #0 - INDEX TERM--GENRE/FORM | |
Genre/form data or focus term | Electronic books. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Atienza, David, |
Relator term | author. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Diaz-Rozo, Javier, |
Relator term | author. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Ogbechie, Alberto, |
Relator term | author. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Puerto-Santana, Carlos Esteban , |
Relator term | author. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Bielza, Concha, |
Relator term | author. |
710 2# - ADDED ENTRY--CORPORATE NAME | |
Corporate name or jurisdiction name as entry element | Taylor and Francis. |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Relationship information | Print version: |
International Standard Book Number | 9780815356226 |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
Uniform title | Chapman & Hall/CRC Data Mining and Knowledge Discovery Series. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | <a href="https://www.taylorfrancis.com/books/9781351128384">https://www.taylorfrancis.com/books/9781351128384</a> |
Public note | Click here to view |
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