Download High-Performance Big-Data Analytics: Computing Systems and by Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha PDF

By Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala

This e-book provides an in depth assessment of high-performance computing infrastructures for next-generation colossal info and speedy facts analytics. positive factors: contains case reviews and studying actions in the course of the publication and self-study routines in each bankruptcy; offers special case reports on social media analytics for clever companies and on massive info analytics (BDA) within the healthcare region; describes the community infrastructure standards for potent move of massive information, and the garage infrastructurerequirements of purposes which generate monstrous facts; examines real-time analytics ideas; introduces in-database processing and in-memory analytics concepts for information mining; discusses using mainframes for dealing with real-time immense information and the most recent different types of information administration platforms for BDA; offers info at the use of cluster, grid and cloud computing platforms for BDA; stories the peer-to-peer ideas and instruments and the typical info visualization recommendations, utilized in BDA.

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Extra resources for High-Performance Big-Data Analytics: Computing Systems and Approaches

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8 Big Data into Big Insights and Actions We have talked about the data explosion and the hard realization that if data is crunched deftly, then the free flow of actionable insights empowering decisionmakers to take precise and perfect decisions well ahead of time is being helped with the availability of competent analytical platforms and optimized infrastructures. In this section, let us discuss why organizations are hell bent on adopting the technology advancements being achieved in the analytical space to be ahead.

The Intricacies of the “Big Data Paradigm” • The data volume gets bigger (in the range of tera-, peta-, and exabytes). • The data generation, capture, and crunching frequency have gone up significantly (the velocity varies from batch processing to real time). • The data structure too has got diversified (poly-structured data). That is, data structure, size, scope, and speed are on the rise. Big data and large-scale analytics are increasingly important for optimizing business operations, enhancing outputs and rolling out newer offerings, improving customer relations, and uncovering incredible opportunities.

The devices will also be handling all kinds of everyday needs, with humanized robots extensively used in order to fulfill our daily physical chores. With the emergence of 10 1 The Brewing Trends and Transformations in the IT Landscape specific devices for different environments, there will similarly be hordes of services and applications coming available for making the devices smarter that will in turn make our lives more productive. During the early days, many people were using one mainframe system for their everyday compute needs.

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