Coverart for item
The Resource Practical machine learning : innovations in recommendation, Ted Dunning, Ellen Friedman

Practical machine learning : innovations in recommendation, Ted Dunning, Ellen Friedman

Label
Practical machine learning : innovations in recommendation
Title
Practical machine learning
Title remainder
innovations in recommendation
Statement of responsibility
Ted Dunning, Ellen Friedman
Creator
Contributor
Subject
Genre
Language
eng
Summary
Annotation
Cataloging source
UMI
http://library.link/vocab/creatorDate
1956-
http://library.link/vocab/creatorName
Dunning, Ted
Illustrations
illustrations
Index
no index present
LC call number
Q325.5
LC item number
.D866 2014
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Friedman, B. Ellen
http://library.link/vocab/subjectName
  • Machine learning
  • Machine learning
  • Machine learning
Summary expansion
Building a simple but powerful recommendation system is much easier than you think. Approachable for all levels of expertise, this report explains innovations that make machine learning practical for business production settingsand demonstrates how even a small-scale development team can design an effective large-scale recommendation system. Apache Mahout committers Ted Dunning and Ellen Friedman walk you through a design that relies on careful simplification. Youll learn how to collect the right data, analyze it with an algorithm from the Mahout library, and then easily deploy the recommender using search technology, such as Apache Solr or Elasticsearch. Powerful and effective, this efficient combination does learning offline and delivers rapid response recommendations in real time. Understand the tradeoffs between simple and complex recommendersCollect user data that tracks user actionsrather than their ratingsPredict what a user wants based on behavior by others, using Mahoutfor co-occurrence analysisUse search technology to offer recommendations in real time, complete with item metadataWatch the recommender in action with a music service exampleImprove your recommender with dithering, multimodal recommendation, and other techniques
Label
Practical machine learning : innovations in recommendation, Ted Dunning, Ellen Friedman
Instantiates
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
893098175
Dimensions
unknown
Extent
1 online resource (1 volume)
Form of item
online
Isbn
9781491915387
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations
http://library.link/vocab/ext/overdrive/overdriveId
cl0500000491
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)893098175
Label
Practical machine learning : innovations in recommendation, Ted Dunning, Ellen Friedman
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
893098175
Dimensions
unknown
Extent
1 online resource (1 volume)
Form of item
online
Isbn
9781491915387
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations
http://library.link/vocab/ext/overdrive/overdriveId
cl0500000491
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)893098175

Library Locations

    • Ellis LibraryBorrow it
      1020 Lowry Street, Columbia, MO, 65201, US
      38.944491 -92.326012
    • Engineering Library & Technology CommonsBorrow it
      W2001 Lafferre Hall, Columbia, MO, 65211, US
      38.946102 -92.330125
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