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HBase High Performance Cookbook

You're reading from   HBase High Performance Cookbook Solutions for optimization, scaling and performance tuning

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Product type Paperback
Published in Jan 2017
Publisher Packt
ISBN-13 9781783983063
Length 350 pages
Edition 1st Edition
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Author (1):
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Ruchir Choudhry Ruchir Choudhry
Author Profile Icon Ruchir Choudhry
Ruchir Choudhry
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Table of Contents (13) Chapters Close

Preface 1. Configuring HBase 2. Loading Data from Various DBs FREE CHAPTER 3. Working with Large Distributed Systems Part I 4. Working with Large Distributed Systems Part II 5. Working with Scalable Structure of tables 6. HBase Clients 7. Large-Scale MapReduce 8. HBase Performance Tuning 9. Performing Advanced Tasks on HBase 10. Optimizing Hbase for Cloud 11. Case Study Index

Real-time data analysis using Hbase and Mahout


The data, which is readily available using different data streams, needs to be parsed and converted to a meaningful format, which essentially creates value for the business. Hbase integration with Mahout provides the stream that allows us to do clustering in machine learning, which is a way of programmatically orchestrating similar sets of data in a more organized and meaningful way.

Let's say that you have a fruit tasting session where you have different types of fruits, and you want to group people who liked apples, bananas, watermelons, and so on. A small set of data will look staggered, so we have to create some sort of algorithm to do it programmatically. Here is how the data will look before clustering and after clustering. In this section, we can access the underlying data using direct invocation from the Java client.

This can be done in analysis for the purpose of exposing the data in various forms to the data scientist, data analysis...

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