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Viser: DEEP LEARNING WITH R

DEEP LEARNING WITH R

DEEP LEARNING WITH R

François Chollet og J.j. Allaire
(2018)
Sprog: Engelsk
Manning Publications Company
469,00 kr.
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Detaljer Om Varen

  • Paperback: 360 sider
  • Udgiver: Manning Publications Company (Februar 2018)
  • Forfattere: François Chollet og J.j. Allaire
  • ISBN: 9781617295546

Summary

Deep Learning with R introduces the world of deep learning using the powerful Keras library and its R language interface. The book builds your understanding of deep learning through intuitive explanations and practical examples.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

About the Technology

Machine learning has made remarkable progress in recent years. Deep-learning systems now enable previously impossible smart applications, revolutionizing image recognition and natural-language processing, and identifying complex patterns in data. The Keras deep-learning library provides data scientists and developers working in R a state-of-the-art toolset for tackling deep-learning tasks.

About the Book

Deep Learning with R introduces the world of deep learning using the powerful Keras library and its R language interface. Initially written for Python as Deep Learning with Python by Keras creator and Google AI researcher François Chollet and adapted for R by RStudio founder J. J. Allaire, this book builds your understanding of deep learning through intuitive explanations and practical examples. You'll practice your new skills with R-based applications in computer vision, natural-language processing, and generative models.

What's Inside

  • Deep learning from first principles
  • Setting up your own deep-learning environment
  • Image classification and generation
  • Deep learning for text and sequences

About the Reader

You'll need intermediate R programming skills. No previous experience with machine learning or deep learning is assumed.

About the Authors

François Chollet is a deep-learning researcher at Google and the author of the Keras library.

J.J. Allaire is the founder of RStudio and the author of the R interfaces to TensorFlow and Keras.

Table of Contents

PART 1 - FUNDAMENTALS OF DEEP LEARNING
  • What is deep learning?
  • Before we begin: the mathematical building blocks of neural networks
  • Getting started with neural networks
  • Fundamentals of machine learning
  • PART 2 - DEEP LEARNING IN PRACTICE
  • Deep learning for computer vision
  • Deep learning for text and sequences
  • Advanced deep-learning best practices
  • Generative deep learning
  • Conclusions
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