KOPS - The Institutional Repository of the University of Konstanz

Guide to Intelligent Data Science : How to Intelligently Make Use of Real Data

Guide to Intelligent Data Science : How to Intelligently Make Use of Real Data

Cite This

Files in this item

Files Size Format View

There are no files associated with this item.

BERTHOLD, Michael R., Christian BORGELT, Frank HÖPPNER, Frank KLAWONN, Rosaria SILIPO, 2020. Guide to Intelligent Data Science : How to Intelligently Make Use of Real Data. Cham:Springer Cham. ISBN 978-3-030-45573-6. Available under: doi: 10.1007/978-3-030-45574-3

@book{Berthold2020Guide-58553, isbn={978-3-030-45573-6}, publisher={Springer Cham}, series={Texts in Computer Science}, title={Guide to Intelligent Data Science : How to Intelligently Make Use of Real Data}, year={2020}, doi={10.1007/978-3-030-45574-3}, address={Cham}, author={Berthold, Michael R. and Borgelt, Christian and Höppner, Frank and Klawonn, Frank and Silipo, Rosaria} }

<rdf:RDF xmlns:dcterms="http://purl.org/dc/terms/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:bibo="http://purl.org/ontology/bibo/" xmlns:dspace="http://digital-repositories.org/ontologies/dspace/0.1.0#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:void="http://rdfs.org/ns/void#" xmlns:xsd="http://www.w3.org/2001/XMLSchema#" > <rdf:Description rdf:about="https://kops.uni-konstanz.de/rdf/resource/123456789/58553"> <void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/> <foaf:homepage rdf:resource="http://localhost:8080/jspui"/> <dc:language>eng</dc:language> <dc:creator>Klawonn, Frank</dc:creator> <dc:contributor>Klawonn, Frank</dc:contributor> <dcterms:title>Guide to Intelligent Data Science : How to Intelligently Make Use of Real Data</dcterms:title> <dc:contributor>Silipo, Rosaria</dc:contributor> <dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/rdf/resource/123456789/36"/> <dc:contributor>Berthold, Michael R.</dc:contributor> <dcterms:abstract xml:lang="eng">Making use of data is not anymore a niche project but central to almost every project. With access to massive compute resources and vast amounts of data, it seems at least in principle possible to solve any problem. However, successful data science projects result from the intelligent application of: human intuition in combination with computational power; sound background knowledge with computer-aided modelling; and critical reflection of the obtained insights and results. Substantially updating the previous edition, then entitled Guide to Intelligent Data Analysis, this core textbook continues to provide a hands-on instructional approach to many data science techniques, and explains how these are used to solve real world problems. The work balances the practical aspects of applying and using data science techniques with the theoretical and algorithmic underpinnings from mathematics and statistics. Major updates on techniques and subject coverage (including deep learning) are included.</dcterms:abstract> <bibo:issn>978-3-030-45573-6</bibo:issn> <dc:creator>Silipo, Rosaria</dc:creator> <dcterms:rights rdf:resource="https://rightsstatements.org/page/InC/1.0/"/> <dcterms:issued>2020</dcterms:issued> <dc:contributor>Höppner, Frank</dc:contributor> <dc:creator>Berthold, Michael R.</dc:creator> <dc:publisher>Cham</dc:publisher> <dc:creator>Höppner, Frank</dc:creator> <dc:publisher>Springer Cham</dc:publisher> <dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/rdf/resource/123456789/36"/> <dc:rights>terms-of-use</dc:rights> <bibo:uri rdf:resource="https://kops.uni-konstanz.de/handle/123456789/58553"/> <dc:creator>Borgelt, Christian</dc:creator> <dc:contributor>Borgelt, Christian</dc:contributor> <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2022-09-08T10:07:21Z</dc:date> <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2022-09-08T10:07:21Z</dcterms:available> </rdf:Description> </rdf:RDF>

This item appears in the following Collection(s)

Search KOPS


Browse

My Account