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Neural Networks with R

You're reading from   Neural Networks with R Build smart systems by implementing popular deep learning models in R

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Product type Paperback
Published in Sep 2017
Publisher Packt
ISBN-13 9781788397872
Length 270 pages
Edition 1st Edition
Languages
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Authors (2):
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Balaji Venkateswaran Balaji Venkateswaran
Author Profile Icon Balaji Venkateswaran
Balaji Venkateswaran
Giuseppe Ciaburro Giuseppe Ciaburro
Author Profile Icon Giuseppe Ciaburro
Giuseppe Ciaburro
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Toc

Table of Contents (8) Chapters Close

Preface 1. Neural Network and Artificial Intelligence Concepts FREE CHAPTER 2. Learning Process in Neural Networks 3. Deep Learning Using Multilayer Neural Networks 4. Perceptron Neural Network Modeling – Basic Models 5. Training and Visualizing a Neural Network in R 6. Recurrent and Convolutional Neural Networks 7. Use Cases of Neural Networks – Advanced Topics

Use Cases of Neural Networks – Advanced Topics

With Artificial Neural Networks (ANN), let's try to simulate typical brain activities such as image perception, pattern recognition, language understanding, sense-motor coordination, and so on. ANN models are composed of a system of nodes, equivalent to neurons of a human brain, which are interconnected by weighted links, equivalent to synapses between neurons. The output of the network is modified iteratively from link weights to convergence.

This final chapter presents ANN applications from different use cases and how neural networks can be used in the AI world. We will see some use cases and their implementation in R. You can adapt the same set of programs for other real work scenarios.

The following topics will be covered:

  • TensorFlow integration with R
  • Keras integration with R
  • Handwritten digit recognition using MNIST...
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