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Guide to High Performance Distributed Computing - Case Studies with Hadoop, Scalding and Spark (Hardcover, 2015 ed.)
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Guide to High Performance Distributed Computing - Case Studies with Hadoop, Scalding and Spark (Hardcover, 2015 ed.)
Series: Computer Communications and Networks
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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.
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