High Performance Big Data Computing (Scientific and Engineering Computation) - Hardcover

Book 25 of 26: Scientific and Engineering Computation

Panda, Dhabaleswar K.; Lu, Xiaoyi

 
9780262046855: High Performance Big Data Computing (Scientific and Engineering Computation)
Hardcover
ISBN 10: 0262046857 ISBN 13: 9780262046855
Publisher: MIT Press, 2022

Synopsis

An in-depth overview of an emerging field that brings together high-performance computing, big data processing, and deep lLearning.

Over the last decade, the exponential explosion of data known as big data has changed the way we understand and harness the power of data. The emerging field of high-performance big data computing, which brings together high-performance computing (HPC), big data processing, and deep learning, aims to meet the challenges posed by large-scale data processing. This book offers an in-depth overview of high-performance big data computing and the associated technical issues, approaches, and solutions.

The book covers basic concepts and necessary background knowledge, including data processing frameworks, storage systems, and hardware capabilities; offers a detailed discussion of technical issues in accelerating big data computing in terms of computation, communication, memory and storage, codesign, workload characterization and benchmarking, and system deployment and management; and surveys benchmarks and workloads for evaluating big data middleware systems. It presents a detailed discussion of big data computing systems and applications with high-performance networking, computing, and storage technologies, including state-of-the-art designs for data processing and storage systems. Finally, the book considers some advanced research topics in high-performance big data computing, including designing high-performance deep learning over big data (DLoBD) stacks and HPC cloud technologies.

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About the Author

Dhabaleswar K. Panda is Professor and University Distinguished Scholar of Computer Science and Engineering at the Ohio State University. Xiaoyi Lu is an Assistant Professor in the Department of Computer Science and Engineering at the University of California, Merced. Dipti Shankar is currently working at SAP, Germany.

"About this title" may belong to another edition of this title.

Publisher
MIT Press
Publication date
2022
Language
English
ISBN 10 
0262046857
ISBN 13 
9780262046855
Binding
Hardcover
Number of pages
288