{"product_id":"parallel-computing-architectures-and-apis-iot-big-data-stream-processing-9781138553910","title":"Parallel Computing Architectures and APIs: Iot Big Data Stream Processing","description":"\u003cp\u003e • Author(s): Vivek Kale\u003cbr\u003e • Publisher: Taylor \u0026amp; Francis\u003cbr\u003e • Publisher Imprint: CRC Press\u003cbr\u003e • BISAC: Programming - Games\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eParallel 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.\u003c\/p\u003e\u003cp\u003eOne 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.\u003c\/p\u003e\u003cp\u003eThis 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).\u003c\/p\u003e\u003cp\u003eThis pragmatic book: \u003c\/p\u003e\u003cul\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eDevolves uniprocessors in terms of a \u003ci\u003eladder of abstractions\u003c\/i\u003e to ascertain (say) performance characteristics at a particular level of abstraction\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eExplains limitations of uniprocessor high performance because of Moore's Law\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eIntroduces basics of processors, networks and distributed systems\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eExplains characteristics of parallel systems, parallel computing models and parallel algorithms\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eExplains the three primary categorical representatives of parallel computing architectures, namely, shared memory, message passing and stream processing\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eIntroduces the three primary categorical representatives of parallel programming APIs, namely, OpenMP, MPI and CUDA\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eProvides an overview of Internet of Things (IoT), wireless sensor networks (WSN), sensor data processing, Big Data and stream processing \u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eProvides introduction to 5G communications, Edge and Fog computing\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003eParallel 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.\u003cb\u003e \u003c\/b\u003eApplication 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.\u003c\/p\u003e","brand":"Taylor \u0026 Francis","offers":[{"title":"Hardcover","offer_id":45240025940119,"sku":"9781138553910","price":14244.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781138553910.webp?v=1769224274","url":"https:\/\/atlanticbooks.com\/products\/parallel-computing-architectures-and-apis-iot-big-data-stream-processing-9781138553910","provider":"Atlantic Books","version":"1.0","type":"link"}