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Programming MapReduce with Scalding

You're reading from   Programming MapReduce with Scalding A practical guide to designing, testing, and implementing complex MapReduce applications in Scala

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Product type Paperback
Published in Jun 2014
Publisher
ISBN-13 9781783287017
Length 148 pages
Edition 1st Edition
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Author (1):
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Antonios Chalkiopoulos Antonios Chalkiopoulos
Author Profile Icon Antonios Chalkiopoulos
Antonios Chalkiopoulos
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Table of Contents (11) Chapters Close

Preface 1. Introduction to MapReduce FREE CHAPTER 2. Get Ready for Scalding 3. Scalding by Example 4. Intermediate Examples 5. Scalding Design Patterns 6. Testing and TDD 7. Running Scalding in Production 8. Using External Data Stores 9. Matrix Calculations and Machine Learning Index

Summary

Scalding provides a number of ways to implement and execute machine learning algorithms. As presented, we can manipulate pipes, use the Matrix API or algebird, and interoperate with existing libraries such as Mahout.

The majority of ML jobs originate as Big Data ETL jobs that reduce to a smaller data space. The final result usually needs some form of post-processing, and it is then stored in an external source. Scalding provides great interoperability with external systems, and it is thus one of the most suitable technologies to solve such problems.

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