Deep learning with structured data

Deep learning with structured data

by Ryan, Mark

Type Book
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"Deep learning offers the potential to identify complex patterns and relationships hidden in data of all sorts. Deep Learning with Structured Data shows you how to apply powerful deep learning analysis techniques to the kind of structured, tabular data you'll find in the relational databases that real-world businesses depend on. Filled with practical, relevant applications, this book teaches you how deep learning can augment your existing machine learning and business intelligence systems."--Am…

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Title Statements

  • Full title :Deep learning with structured data / Mark Ryan.

Summary

"Deep learning offers the potential to identify complex patterns and relationships hidden in data of all sorts. Deep Learning with Structured Data shows you how to apply powerful deep learning analysis techniques to the kind of structured, tabular data you'll find in the relational databases that real-world businesses depend on. Filled with practical, relevant applications, this book teaches you how deep learning can augment your existing machine learning and business intelligence systems."--Amazon.com

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Edition Statements

  • Publication Date:2020

Publication Statements

Notes

Includes index.

The Physical Object

  • Description:xxiii, 238 pages : : illustrations ; : 24 cm

Edition Identifiers

  • ISBN:9781617296727, 1617296724
  • oclc:on1129100944
  • LC Classification:Q325.5
  • Dewey Decimal:006.3/1

Table of Contents

Why deep learning with structured data? -- Introduction to the example problem with Pandas dataframes -- Preparing the data, part 1: exploring and cleansing the data -- Preparing the data, part 2: transforming the data -- Preparing and building the model -- Training the model and running experiments -- More experiments with the trained model -- Deploying the model -- Recommended next steps.

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Subjects

Apprentissage automatique artificial intelligence Bases de données relationnelles Guides et manuels Handbook Handbooks and manuals Intelligence artificielle Machine learning Relational databases

Writers

Ryan, Mark

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