Guide to High Performance Distributed Computing
Case Studies with Hadoop, Scalding and Spark
Inbunden, Engelska, 2015
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This timely text/reference describes the development and implementation of large-scale distributed processing systems using open source tools and technologies. Comprehensive in scope, the book presents state-of-the-art material on building high performance distributed computing systems, providing practical guidance and best practices as well as describing theoretical software frameworks. Features: describes the fundamentals of building scalable software systems for large-scale data processing in the new paradigm of high performance distributed computing; presents an overview of the Hadoop ecosystem, followed by step-by-step instruction on its installation, programming and execution; Reviews the basics of Spark, including resilient distributed datasets, and examines Hadoop streaming and working with Scalding; Provides detailed case studies on approaches to clustering, data classification and regression analysis; Explains the process of creating a working recommender system using Scalding and Spark.
Produktinformation
- Utgivningsdatum2015-03-09
- Mått155 x 235 x 24 mm
- Vikt653 g
- SpråkEngelska
- SerieComputer Communications and Networks
- Antal sidor304
- Upplaga2015
- FörlagSpringer International Publishing AG
- EAN9783319134963