High-Performance Big Data Computing by Panda, Dhabaleswar K.

High-Performance Big Data Computing

An in-depth overview of an emerging field that brings together high-performance computing, big data processing, and deep...
CHF 119.46
CHF 119.46
SKU: 9780262046855
Product Type: Books
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Author: Dhabaleswar K. Panda
Format: Hardcover
Language: English
Subtotal: CHF 119.46
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High-Performance Big Data Computing by Panda, Dhabaleswar K.

High-Performance Big Data Computing

CHF 119.46

High-Performance Big Data Computing

CHF 119.46
Author: Dhabaleswar K. Panda
Format: Hardcover
Language: English
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.


Author: Dhabaleswar K. Panda, Xiaoyi Lu, Dipti Shankar
Publisher: MIT Press
Published: 08/02/2022
Pages: 272
Binding Type: Hardcover
Weight: 1.25lbs
Size: 9.13h x 7.17w x 0.71d
ISBN: 9780262046855

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