Deep Learning with Hadoop

Build, implement and scale distributed deep learning models for large-scale datasets

Deep Learning with Hadoop

Dipayan Dev

Build, implement and scale distributed deep learning models for large-scale datasets
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Book Details

ISBN 139781787124769
Paperback206 pages

Book Description

This book will teach you how to deploy large-scale dataset in deep neural networks with Hadoop for optimal performance.

Starting with understanding what deep learning is, and what the various models associated with deep neural networks are, this book will then show you how to set up the Hadoop environment for deep learning. In this book, you will also learn how to overcome the challenges that you face while implementing distributed deep learning with large-scale unstructured datasets. The book will also show you how you can implement and parallelize the widely used deep learning models such as Deep Belief Networks, Convolutional Neural Networks, Recurrent Neural Networks, Restricted Boltzmann Machines and autoencoder using the popular deep learning library deeplearning4j.

Get in-depth mathematical explanations and visual representations to help you understand the design and implementations of Recurrent Neural network and Denoising AutoEncoders with deeplearning4j. To give you a more practical perspective, the book will also teach you the implementation of large-scale video processing, image processing and natural language processing on Hadoop.

By the end of this book, you will know how to deploy various deep neural networks in distributed systems using Hadoop.

Table of Contents

What You Will Learn

  • Explore Deep Learning and various models associated with it
  • Understand the challenges of implementing distributed deep learning with Hadoop and how to overcome it
  • Implement Convolutional Neural Network (CNN) with deeplearning4j
  • Delve into the implementation of Restricted Boltzmann Machines (RBM)
  • Understand the mathematical explanation for implementing Recurrent Neural Networks (RNN)
  • Get hands on practice of deep learning and their implementation with Hadoop.

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Table of Contents

Book Details

ISBN 139781787124769
Paperback206 pages
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