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Deep Learning with Hadoop
Deep Learning with Hadoop

Deep Learning with Hadoop: Distributed Deep Learning with Large-Scale Data

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Deep Learning with Hadoop

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Key benefits

  • Get to grips with the deep learning concepts and set up Hadoop to put them to use
  • Implement and parallelize deep learning models on Hadoop’s YARN framework
  • A comprehensive tutorial to distributed deep learning with Hadoop

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.

Who is this book for?

If you are a data scientist who wants to learn how to perform deep learning on Hadoop, this is the book for you. Knowledge of the basic machine learning concepts and some understanding of Hadoop is required to make the best use of this book.

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 (RBMs)
  • Understand the mathematical explanation for implementing Recurrent Neural Networks (RNNs)
  • Understand the design and implementation of Deep Belief Networks (DBN) and Deep Autoencoders using Deeplearning4j
  • Get hands on practice of deep learning and their implementation with Hadoop.

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : Feb 20, 2017
Length: 206 pages
Edition : 1st
Language : English
ISBN-13 : 9781787121232
Vendor :
Apache
Category :
Languages :
Concepts :

What do you get with eBook?

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Product Details

Publication date : Feb 20, 2017
Length: 206 pages
Edition : 1st
Language : English
ISBN-13 : 9781787121232
Vendor :
Apache
Category :
Languages :
Concepts :

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Frequently bought together


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Table of Contents

8 Chapters
1. Introduction to Deep Learning Chevron down icon Chevron up icon
2. Distributed Deep Learning for Large-Scale Data Chevron down icon Chevron up icon
3. Convolutional Neural Network Chevron down icon Chevron up icon
4. Recurrent Neural Network Chevron down icon Chevron up icon
5. Restricted Boltzmann Machines Chevron down icon Chevron up icon
6. Autoencoders Chevron down icon Chevron up icon
7. Miscellaneous Deep Learning Operations using Hadoop Chevron down icon Chevron up icon
1. References Chevron down icon Chevron up icon

Customer reviews

Rating distribution
Full star icon Full star icon Full star icon Full star icon Half star icon 4.8
(5 Ratings)
5 star 80%
4 star 20%
3 star 0%
2 star 0%
1 star 0%
Oleg Okun Nov 05, 2018
Full star icon Full star icon Full star icon Full star icon Full star icon 5
If you are looking for a book to learn deeplearning4j - A Java based Distributed Deep Learning framework - this is the book to read. It contains a lot of useful code to immediately start working with, which implements the main Deep Learning models in deeplearning4j: Convolutional Neural Networks, Recurrent Neural Networks, Restricted Bolzman Machines, and Autoencoders. For beginners to Deep Learning, the author explains a network architecture for each model, its strong and weak points, details of fine-tuning to pay attention to. The last chapter sketches the design of real-world applications of the models described in the previous chapters, such as distributed video decoding and intelligent web browsing.
Amazon Verified review Amazon
JAYASMITA DEB Mar 14, 2017
Full star icon Full star icon Full star icon Full star icon Full star icon 5
A great book to know about distributed deep learning and is explained in a appropriate manner.
Amazon Verified review Amazon
Amazon Customer Mar 14, 2017
Full star icon Full star icon Full star icon Full star icon Full star icon 5
I was looking for a good use case of Xanadu, a big data platform technology that I'm now commercializing, in Machine Learning.Distributed deep learning exploiting large-scale datasets that is explained in this book in detail will be one of best use cases of Xanadu,which can show Xanadu's excellent functionality in deep learning applications. This book is an excellent reference to anyone who wants toexplore the distributed deep learning for big data applications.
Amazon Verified review Amazon
shreya dey Jul 23, 2017
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Liked the book. Must read... Useful. Information overloaded!
Amazon Verified review Amazon
Amazon Customer Jan 30, 2018
Full star icon Full star icon Full star icon Full star icon Empty star icon 4
Simple and easy to understand....With useful information
Amazon Verified review Amazon
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