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Norli Bokhandel

Linear Algebra With Machine Learning and Data

2023, Innbundet, Engelsk

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This book takes a deep dive into several key linear algebra subjects as they apply to data analytics and data mining. The book offers a case study approach where each case will be grounded in a real-world application.

This text is meant to be used for a second course in applications of Linear Algebra to Data Analytics, with a supplemental chapter on Decision Trees and their applications in regression analysis. The text can be considered in two different but overlapping general data analytics categories, clustering and interpolation.

Knowledge of mathematical techniques related to data analytics, and exposure to interpretation of results within a data analytics context, are particularly valuable for students studying undergraduate mathematics. Each chapter of this text takes the reader through several relevant and case studies using real world data.

All data sets, as well as Python and R syntax are provided to the reader through links to Gith

Produktegenskaper

  • Forfatter

  • Bidragsyter

    Arangala, Crista (Elon University, North Carolina, USA)
  • Forlag/Utgiver

    SD Books
  • Format

    Innbundet
  • Språk

    Engelsk
  • Utgivelsesår

    2023
  • Antall sider

    366
  • Serienavn

    Textbooks in Mathematics
  • Varenummer

    9780367458393

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