skip to content
Machine learning : the art and science of algorithms that make sense of data Preview this item
ClosePreview this item
Checking...

Machine learning : the art and science of algorithms that make sense of data

Author: Peter A Flach
Publisher: Cambridge ; New York : Cambridge University Press, 2017.
Edition/Format:   Print book : English : 1st ed., 12th printingView all editions and formats
Summary:
'Machine Learning' brings together all the state-of-the-art methods for making sense of data. With hundreds of worked examples and explanatory figures, it explains the principles behind these methods in an intuitive yet precise manner and will appeal to novice and experienced readers alike.
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Genre/Form: Textbooks
Document Type: Book
All Authors / Contributors: Peter A Flach
ISBN: 9781107096394 1107096391 9781107422223 1107422221
OCLC Number: 1038791376
Description: xvii, 396 pages : color illustrations ; 25 cm
Contents: 1. The ingredients of machine learning --
2. Binary classification and related tasks --
3. Beyond binary classification --
4. Concept learning --
5. Tree models --
6. Rule models --
7. Linear models --
8. Distance-based models --
9. Probabilistic models --
10. Features --
11. Model ensembles --
12. Machine learning experiments --
Epilogue: where to go from here.
Responsibility: Peter Flach.

Abstract:

'Machine Learning' brings together all the state-of-the-art methods for making sense of data. With hundreds of worked examples and explanatory figures, it explains the principles behind these methods in an intuitive yet precise manner and will appeal to novice and experienced readers alike.

Reviews

User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/1038791376> # Machine learning : the art and science of algorithms that make sense of data
    a schema:Book, schema:CreativeWork ;
    library:oclcnum "1038791376" ;
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/enk> ;
    library:placeOfPublication <http://experiment.worldcat.org/entity/work/data/1119166740#Place/cambridge> ; # Cambridge
    library:placeOfPublication <http://dbpedia.org/resource/New_York_City> ; # New York
    schema:about <http://experiment.worldcat.org/entity/work/data/1119166740#Topic/computers_and_it> ; # Computers and IT
    schema:about <http://experiment.worldcat.org/entity/work/data/1119166740#Topic/apprentissage_automatique_manuels_scolaires> ; # Apprentissage automatique--Manuels scolaires
    schema:about <http://experiment.worldcat.org/entity/work/data/1119166740#Topic/machine_learning> ; # Machine learning
    schema:about <http://experiment.worldcat.org/entity/work/data/1119166740#Topic/analyse_des_donnees> ; # Analyse des données
    schema:about <http://experiment.worldcat.org/entity/work/data/1119166740#Topic/programmation_informatique> ; # Programmation informatique
    schema:about <http://experiment.worldcat.org/entity/work/data/1119166740#Topic/maschinelles_lernen> ; # Maschinelles Lernen
    schema:about <http://experiment.worldcat.org/entity/work/data/1119166740#Topic/algorithmes> ; # Algorithmes
    schema:bookEdition "1st ed., 12th printing" ;
    schema:bookFormat bgn:PrintBook ;
    schema:creator <http://experiment.worldcat.org/entity/work/data/1119166740#Person/flach_peter_a> ; # Peter A. Flach
    schema:datePublished "2017" ;
    schema:description "1. The ingredients of machine learning -- 2. Binary classification and related tasks -- 3. Beyond binary classification -- 4. Concept learning -- 5. Tree models -- 6. Rule models -- 7. Linear models -- 8. Distance-based models -- 9. Probabilistic models -- 10. Features -- 11. Model ensembles -- 12. Machine learning experiments -- Epilogue: where to go from here."@en ;
    schema:description "'Machine Learning' brings together all the state-of-the-art methods for making sense of data. With hundreds of worked examples and explanatory figures, it explains the principles behind these methods in an intuitive yet precise manner and will appeal to novice and experienced readers alike."@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/1119166740> ;
    schema:genre "Textbooks"@en ;
    schema:inLanguage "en" ;
    schema:name "Machine learning : the art and science of algorithms that make sense of data"@en ;
    schema:productID "1038791376" ;
    schema:publication <http://www.worldcat.org/title/-/oclc/1038791376#PublicationEvent/cambridge_new_york_cambridge_university_press_2017> ;
    schema:publisher <http://experiment.worldcat.org/entity/work/data/1119166740#Agent/cambridge_university_press> ; # Cambridge University Press
    schema:workExample <http://worldcat.org/isbn/9781107096394> ;
    schema:workExample <http://worldcat.org/isbn/9781107422223> ;
    umbel:isLike <http://bnb.data.bl.uk/id/resource/GBB254843> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/1038791376> ;
    .


Related Entities

<http://dbpedia.org/resource/New_York_City> # New York
    a schema:Place ;
    schema:name "New York" ;
    .

<http://experiment.worldcat.org/entity/work/data/1119166740#Agent/cambridge_university_press> # Cambridge University Press
    a bgn:Agent ;
    schema:name "Cambridge University Press" ;
    .

<http://experiment.worldcat.org/entity/work/data/1119166740#Person/flach_peter_a> # Peter A. Flach
    a schema:Person ;
    schema:familyName "Flach" ;
    schema:givenName "Peter A." ;
    schema:name "Peter A. Flach" ;
    .

<http://experiment.worldcat.org/entity/work/data/1119166740#Topic/analyse_des_donnees> # Analyse des données
    a schema:Intangible ;
    schema:name "Analyse des données"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/1119166740#Topic/apprentissage_automatique_manuels_scolaires> # Apprentissage automatique--Manuels scolaires
    a schema:Intangible ;
    schema:name "Apprentissage automatique--Manuels scolaires"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/1119166740#Topic/maschinelles_lernen> # Maschinelles Lernen
    a schema:Intangible ;
    schema:name "Maschinelles Lernen"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/1119166740#Topic/programmation_informatique> # Programmation informatique
    a schema:Intangible ;
    schema:name "Programmation informatique"@en ;
    .

<http://worldcat.org/isbn/9781107096394>
    a schema:ProductModel ;
    schema:isbn "1107096391" ;
    schema:isbn "9781107096394" ;
    .

<http://worldcat.org/isbn/9781107422223>
    a schema:ProductModel ;
    schema:isbn "1107422221" ;
    schema:isbn "9781107422223" ;
    .

<http://www.worldcat.org/title/-/oclc/1038791376>
    a genont:InformationResource, genont:ContentTypeGenericResource ;
    schema:about <http://www.worldcat.org/oclc/1038791376> ; # Machine learning : the art and science of algorithms that make sense of data
    schema:dateModified "2018-08-10" ;
    void:inDataset <http://purl.oclc.org/dataset/WorldCat> ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.