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R Deep Learning Projects
book

R Deep Learning Projects

by Yuxi (Hayden) Liu, Pablo Maldonado
February 2018
Beginner to intermediate
258 pages
5h 47m
English
Packt Publishing

Overview

This book, "R Deep Learning Projects," teaches you how to design, develop, and apply neural network models using R for practical deep learning projects. You'll explore a variety of deep learning paradigms and implementations, using R and its rich ecosystem of packages like MXNetR, TensorFlow, and H2O.

What this Book will help me do

  • Learn to implement handwritten digit recognition using convolutional neural networks in R.
  • Understand traffic sign classification through CNNs and apply this knowledge to intelligent vehicle systems.
  • Detect fraudulent transactions leveraging the power of autoencoders.
  • Master text generation tasks using recurrent neural networks and LSTMs.
  • Perform sentiment analysis with word embeddings for insights into textual data.

Author(s)

The authors of this book are seasoned data scientists and deep learning practitioners who possess extensive experience in applying R for solving real-world problems. They are passionate about teaching and are dedicated to making complex technical concepts accessible through hands-on projects. Their insightful guidance ensures readers can effectively apply their learned skills.

Who is it for?

This book is ideal for machine learning professionals and data scientists interested in mastering deep learning through hands-on projects implemented in R. It requires familiarity with R programming and baseline knowledge of deep learning. By working through practical examples, readers can advance their expertise to tackle real-world challenges in deep learning.

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Publisher Resources

ISBN: 9781788478403