High-Performance Big Data Computing by

High-Performance Big Data Computing by Dhabaleswar K. Panda, Xiaoyi Lu, Dipti Shankar

• High-Performance Big Data Computing
• Dhabaleswar K. Panda, Xiaoyi Lu, Dipti Shankar
• Page: 272
• Format: pdf, ePub, mobi, fb2
• ISBN: 9780262046855
• Publisher: MIT Press

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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.

High-Performance Computing - Data Science & Analytics
in Data Science and Analytics who pursue the High Performance Computing objectives while becoming immersed in Big Data computational ecosystems.
GeoAI and High Performance Spatial Computing
Li Z., (2020) Geospatial Big Data Handling with High Performance Computing: Current Approaches and Future Directions, In Tang, W., Wang, S., (eds.) 
High-Performance Big Data Computing
An in-depth overview of an emerging field that brings together high-performance computing, big data processing, and deep lLearning. Over the last decade, 
Rethinking High Performance Computing System Architecture
The conventional HPC systems are computing-centric and designed for computation-intensive applications. Scientific big data applications have growlingly 
Editorial High-Performance Computing for Big Data Processing
There is a recent trend towards performing big data processing on HPC systems to benefit from their high computation capabilities. A traditional HPC system 
How data centers support high-performance computing
High-performance computing (HPC), or big computing, used to be a privilege only big enterprise computer labs and government research departments could enjoy 

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