Big Data Benchmarks, Performance Optimization, and Emerging Hardware - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Big Data Benchmarks, Performance Optimization, and Emerging Hardware write by Jianfeng Zhan. This book was released on 2014-11-10. Big Data Benchmarks, Performance Optimization, and Emerging Hardware available in PDF, EPUB and Kindle. This book constitutes the thoroughly revised selected papers of the 4th and 5th workshops on Big Data Benchmarks, Performance Optimization, and Emerging Hardware, BPOE 4 and BPOE 5, held respectively in Salt Lake City, in March 2014, and in Hangzhou, in September 2014. The 16 papers presented were carefully reviewed and selected from 30 submissions. Both workshops focus on architecture and system support for big data systems, such as benchmarking; workload characterization; performance optimization and evaluation; emerging hardware.
Big Scientific Data Benchmarks, Architecture, and Systems
Big Scientific Data Benchmarks, Architecture, and Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Big Scientific Data Benchmarks, Architecture, and Systems write by Rui Ren. This book was released on 2019-01-11. Big Scientific Data Benchmarks, Architecture, and Systems available in PDF, EPUB and Kindle. This book constitutes the refereed proceedings of the First Workshop on Big Scientific Data Benchmarks, Architecture, and Systems, SDBA 2018, held in Beijing, China, in June 2018. The 10 revised full papers presented were carefully reviewed and selected from 22 submissions. The papers are organized in topical sections on benchmarking; performance optimization; algorithms; big science data framework.
High-Performance Big Data Computing
High-Performance Big Data Computing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook High-Performance Big Data Computing write by Dhabaleswar K. Panda. This book was released on 2022-08-02. High-Performance Big Data Computing available in PDF, EPUB and Kindle. 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.
Conquering Big Data with High Performance Computing
Conquering Big Data with High Performance Computing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Conquering Big Data with High Performance Computing write by Ritu Arora. This book was released on 2016-09-16. Conquering Big Data with High Performance Computing available in PDF, EPUB and Kindle. This book provides an overview of the resources and research projects that are bringing Big Data and High Performance Computing (HPC) on converging tracks. It demystifies Big Data and HPC for the reader by covering the primary resources, middleware, applications, and tools that enable the usage of HPC platforms for Big Data management and processing.Through interesting use-cases from traditional and non-traditional HPC domains, the book highlights the most critical challenges related to Big Data processing and management, and shows ways to mitigate them using HPC resources. Unlike most books on Big Data, it covers a variety of alternatives to Hadoop, and explains the differences between HPC platforms and Hadoop.Written by professionals and researchers in a range of departments and fields, this book is designed for anyone studying Big Data and its future directions. Those studying HPC will also find the content valuable.
Advancing Big Data Benchmarks
Advancing Big Data Benchmarks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Advancing Big Data Benchmarks write by Tilmann Rabl. This book was released on 2014-10-08. Advancing Big Data Benchmarks available in PDF, EPUB and Kindle. This book constitutes the thoroughly refereed joint proceedings of the Third and Fourth Workshop on Big Data Benchmarking. The third WBDB was held in Xi'an, China, in July 2013 and the Fourth WBDB was held in San José, CA, USA, in October, 2013. The 15 papers presented in this book were carefully reviewed and selected from 33 presentations. They focus on big data benchmarks; applications and scenarios; tools, systems and surveys.
