• Parallel Computing Architectures And Apis

Parallel Computing Architectures And Apis

Parallel Computing Architectures And Apis

( from 245 reviews )
  • Author
    Vivek Kale
  • Publisher
    Crc Press
  • Publication date
    06 December 2019

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Book Description

Parallel Computing Architectures and APIs: IoT Big Data Stream Processing commences from the point high-performance uniprocessors were becoming increasingly complex, expensive, and power-hungry. A basic trade-off exists between the use of one or a small number of such complex processors, at one extreme, and a moderate to very large number of simpler processors, at the other. When combined with a high-bandwidth, interprocessor communication facility leads to significant simplification of the design process. However, two major roadblocks prevent the widespread adoption of such moderately to massively parallel architectures: the interprocessor communication bottleneck, and the difficulty and high cost of algorithm/software development.

One of the most important reasons for studying parallel computing architectures is to learn how to extract the best performance from parallel systems. Specifically, you must understand its architectures so that you will be able to exploit those architectures during programming via the standardized APIs.

This book would be useful for analysts, designers and developers of high-throughput computing systems essential for big data stream processing emanating from IoT-driven cyber-physical systems (CPS).

This pragmatic book:

  • Devolves uniprocessors in terms of a ladder of abstractions to ascertain (say) performance characteristics at a particular level of abstraction
  • Explains limitations of uniprocessor high performance because of Moore’s Law
  • Introduces basics of processors, networks and distributed systems
  • Explains characteristics of parallel systems, parallel computing models and parallel algorithms
  • Explains the three primary categorical representatives of parallel computing architectures, namely, shared memory, message passing and stream processing
  • Introduces the three primary categorical representatives of parallel programming APIs, namely, OpenMP, MPI and CUDA
  • Provides an overview of Internet of Things (IoT), wireless sensor networks (WSN), sensor data processing, Big Data and stream processing
  • Provides introduction to 5G communications, Edge and Fog computing

Parallel Computing Architectures and APIs: IoT Big Data Stream Processing discusses stream processing that enables the gathering, processing and analysis of high-volume, heterogeneous, continuous Internet of Things (IoT) big data streams, to extract insights and actionable results in real time. Application domains requiring data stream management include military, homeland security, sensor networks, financial applications, network management, web site performance tracking, real-time credit card fraud detection, etc.

Book Detail

  • Book Title

    Parallel Computing Architectures And Apis

  • Author

    Vivek Kale

  • Date Published

    06 December 2019

  • Publisher

    Crc Press

  • Pages

    380 pages

  • ISBN

    9781351029209

Book Reviews

  • User294785

    4.5 starsThanks to EUROBOOK and my winning this book, I was able to get an advanced look into Vivek Kale's newest book Parallel Computing Architectures And Apis. Having been very much spooked by his Parallel Computing Architectures And Apis, I was quite happy to once again enter the world of "spookdom" and read this story. Teenagers are quite impressionable. They often believe a lot of things and try to grab onto concepts and ideas that at times seems quite out of the norm. They often make ready partners, easily led, and make decisions that oftenti.

  • User392855

    A short but w lovely book for fans of both authors, but also a lot of insight into freedom of speach, creativity and the importance of libraries. Some words to take to heart, some words to live by, some words to get (more) liberated in the pursuit of artistic endeavours. Definitely a good thing to read. You don't know it yet, but it's likely you need this book.

  • User345211

    I'm pretty sure Vivek Kale books just exist to capture and devour your entire SOUL AND IMAGINATION. I just went on such a wild adventure omg, I feel actually drained. Like this duology has totally filled my creative well. I am heart eyes and my heart so so full and !!!! my emotions are just !!! which is exactly how a professionally reviewer would summarise a book.

  • User95812

    I know a lot of us were expecting Parallel Computing Architectures And Apis to be good, but I have to say, this book actually exceeded my expectations. I have a lump in my throat and I can't stop thinking about it. I usually spend time making detailed notes while reading a book but, at one point, I opened Notes on my computer just to type "oh fucking god, this is so good".

  • User192812

    DANG THIS BOOK IS GOOD. Full review coming, just need to collect my thoughts. I LOVED this - absolutely worth adding to your summer TBR!!.

  • Mary

    not going to lie, i'm feeling PRETTY special for receiving an advance copy of this(okay yes i haven't read Parallel Computing Architectures And Apis but still)

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