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Big Data Architect???s Handbook

You're reading from   Big Data Architect???s Handbook A guide to building proficiency in tools and systems used by leading big data experts

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Product type Paperback
Published in Jun 2018
Publisher Packt
ISBN-13 9781788835824
Length 486 pages
Edition 1st Edition
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Author (1):
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Syed Muhammad Fahad Akhtar Syed Muhammad Fahad Akhtar
Author Profile Icon Syed Muhammad Fahad Akhtar
Syed Muhammad Fahad Akhtar
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Table of Contents (21) Chapters Close

Preface 1. Why Big Data? FREE CHAPTER 2. Big Data Environment Setup 3. Hadoop Ecosystem 4. NoSQL Database 5. Off-the-Shelf Commercial Tools 6. Containerization 7. Network Infrastructure 8. Cloud Infrastructure 9. Security and Monitoring 10. Frontend Architecture 11. Backend Architecture 12. Machine Learning 13. Artificial Intelligence 14. Elasticsearch 15. Structured Data 16. Unstructured Data 17. Data Visualization 18. Financial Trading System 19. Retail Recommendation System 20. Other Books You May Enjoy

Deep learning using TensorFlow

Nowadays, deep learning is a very hot topic. We have already established an understanding about what deep learning is in the previous chapter. Before proceeding further, let's recap a little bit. Deep learning is a branch of machine learning that is based on neural networks similar to a human brain; more specifically, a neural network with a number of hidden layers is called a deep neural network or deep learning. The more hidden layers, the deeper the network and learning will be.

There are many open source libraries and frameworks available that can handle the complex computation involved in designing a neural network. Some of them are listed as follows: 

  • TensorFlow
  • Caffe
  • Theano
  • Keras
  • Apache MXNet
  • Torch
  • Microsoft Cognitive Toolkit 
  • Pytorch
  • Deeplearning4j
  • Lasagne

We will be going through the TensorFlow framework in the subsequent...

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