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Mathematische Einführung in Data Science by Sven-Ake Wegner

Mathematische Einführung in Data Science

by Sven-Ake Wegner
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Book cover type: Paperback
  • ISBN13: 9783662686966
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer Spektrum
  • Publisher Imprint: Springer Spektrum
  • Publication Date:
  • Pages: 303
  • Original Price: EUR 60.74
  • Language: German
  • Edition: 1. Aufl. 2023
  • Item Weight: 445 grams
  • BISAC Subject(s): Probability & Statistics / General

Dieses Lehrbuch richtet sich an Studierende der Mathematik ab dem dritten Studienjahr. Basierend auf den mathematischen Grundvorlesungen werden kanonische Themen aus den Bereichen Data Science und Machine Learning durchgenommen. Dabei stehen rigorose Beweise und ein systematisches Verständnis der zugrundeliegenden Ideen im Vordergrund.

Der Text wird abgerundet durch 121 unterrichtserprobte Aufgaben. Behandelte Themen sind u.a. k-nächste Nachbarn, lineare und logistische Regression, Clustering, bestpassende Unterräume, Hauptkomponentenanalyse, Dimensionalitätsreduktion, kollaboratives Filtern, Perzeptron, Support-Vector-Maschinen und neuronale Netze.

Sven-Ake Wegner promovierte 2010 in Funktionalanalysis und ist nach mehreren, teils internationalen wissenschaftlichen Stationen seit 2020 Privatdozent für Mathematik an der Universität Hamburg.

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