High Performance Big Data Computing (Hardcover)

Dhabaleswar K. Panda

ISBN 10: 0262046857 / ISBN 13: 9780262046855

Verlag: MIT Press Ltd, 2022

Beschreibung

Hardcover. An in-depth overview of an emerging field that brings together high-performance computing, big data processing, and deep lLearning.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. "This book explores how to achieve high performance and scalability for big data middleware and applications"-- Shipping may be from multiple locations in the US or from the UK, depending on stock availability.

Bestandsnummer des Verkäufers 9780262046855

Bibliografische Details

• Titel: High Performance Big Data Computing (Hardcover)
• Verlag: MIT Press Ltd
• Erscheinungsjahr: 2022
• Sprache: Englisch
• ISBN-10: 0262046857
• ISBN-13: 9780262046855
• Einband: Hardcover
• Zustand: new

Über diesen Titel

Inhaltsangabe

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.
 

Über die Autorin bzw. den Autor

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.