June 2017
Beginner to intermediate
470 pages
19h 50m
English
book
Software Architecture for Big Data and the Cloud
by Ivan Mistrik, Rami Bahsoon, Nour Ali, Maritta Heisel, Bruce Maxim
Content preview from Software Architecture for Big Data and the Cloud
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Chapter 14
Exploring the Evolution of Big Data Technologies
Stephen Bonner; Ibad Kureshi; John Brennan; Georgios Theodoropoulos Institute of Advanced Research Computing, Durham University, United Kingdom
Abstract
This chapter explores the rise of “big data” and the computational strategies, both hardware and software, that have evolved to deal with this paradigm. Starting with the concept of data-intensive computing, the different facets of data processing like Map/Reduce, Machine Learning, and Streaming data are explored. The evolution of different frameworks such as Hadoop and Spark are outlined and an assessment of the modular offerings within the frameworks is compared with a detailed analysis of the different functionalities and ...
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