Hardware Accelerators In Data Centers
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Hardware Accelerators In Data Centers
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Author : Christoforos Kachris
language : en
Publisher: Springer
Release Date : 2018-08-21
Hardware Accelerators In Data Centers written by Christoforos Kachris and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-21 with Technology & Engineering categories.
This book provides readers with an overview of the architectures, programming frameworks, and hardware accelerators for typical cloud computing applications in data centers. The authors present the most recent and promising solutions, using hardware accelerators to provide high throughput, reduced latency and higher energy efficiency compared to current servers based on commodity processors. Readers will benefit from state-of-the-art information regarding application requirements in contemporary data centers, computational complexity of typical tasks in cloud computing, and a programming framework for the efficient utilization of the hardware accelerators.
Artificial Intelligence And Hardware Accelerators
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Author : Ashutosh Mishra
language : en
Publisher: Springer Nature
Release Date : 2023-03-15
Artificial Intelligence And Hardware Accelerators written by Ashutosh Mishra and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-15 with Technology & Engineering categories.
This book explores new methods, architectures, tools, and algorithms for Artificial Intelligence Hardware Accelerators. The authors have structured the material to simplify readers’ journey toward understanding the aspects of designing hardware accelerators, complex AI algorithms, and their computational requirements, along with the multifaceted applications. Coverage focuses broadly on the hardware aspects of training, inference, mobile devices, and autonomous vehicles (AVs) based AI accelerators
Accelerate Deep Learning Workloads With Amazon Sagemaker
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Author : Vadim Dabravolski
language : en
Publisher: Packt Publishing Ltd
Release Date : 2022-10-28
Accelerate Deep Learning Workloads With Amazon Sagemaker written by Vadim Dabravolski and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-28 with Computers categories.
Plan and design model serving infrastructure to run and troubleshoot distributed deep learning training jobs for improved model performance. Key FeaturesExplore key Amazon SageMaker capabilities in the context of deep learningTrain and deploy deep learning models using SageMaker managed capabilities and optimize your deep learning workloadsCover in detail the theoretical and practical aspects of training and hosting your deep learning models on Amazon SageMakerBook Description Over the past 10 years, deep learning has grown from being an academic research field to seeing wide-scale adoption across multiple industries. Deep learning models demonstrate excellent results on a wide range of practical tasks, underpinning emerging fields such as virtual assistants, autonomous driving, and robotics. In this book, you will learn about the practical aspects of designing, building, and optimizing deep learning workloads on Amazon SageMaker. The book also provides end-to-end implementation examples for popular deep-learning tasks, such as computer vision and natural language processing. You will begin by exploring key Amazon SageMaker capabilities in the context of deep learning. Then, you will explore in detail the theoretical and practical aspects of training and hosting your deep learning models on Amazon SageMaker. You will learn how to train and serve deep learning models using popular open-source frameworks and understand the hardware and software options available for you on Amazon SageMaker. The book also covers various optimizations technique to improve the performance and cost characteristics of your deep learning workloads. By the end of this book, you will be fluent in the software and hardware aspects of running deep learning workloads using Amazon SageMaker. What you will learnCover key capabilities of Amazon SageMaker relevant to deep learning workloadsOrganize SageMaker development environmentPrepare and manage datasets for deep learning trainingDesign, debug, and implement the efficient training of deep learning modelsDeploy, monitor, and optimize the serving of DL modelsWho this book is for This book is relevant for ML engineers who work on deep learning model development and training, and for Solutions Architects who design and optimize end-to-end deep learning workloads. It assumes familiarity with the Python ecosystem, principles of Machine Learning and Deep Learning, and basic knowledge of the AWS cloud.
Pioneering Approaches In Data Management
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Author : Kalita, Kanak
language : en
Publisher: IGI Global
Release Date : 2024-11-22
Pioneering Approaches In Data Management written by Kalita, Kanak and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-22 with Computers categories.
The business landscape is evolving rapidly, and with that comes a massive amount of data that organizations must manage. However, many professionals and researchers need help to leverage this data effectively, as there is a lack of comprehensive guidance on integrating data analytics into management practices. Pioneering Approaches in Data Management bridges this gap by providing a framework that combines theoretical concepts with practical applications, empowering readers to use data analytics to its fullest potential. This book is an essential resource for researchers, educators, and practitioners who want to understand the transformative power of data analytics. It delves into cutting-edge methodologies, tools, and case studies to provide fresh insights into how data analytics can drive decision-making and innovation across various sectors. By emphasizing real-world applications and case studies, this publication offers a deeper understanding of how data analytics can be integrated into management strategies, shaping the future of research and practice in this rapidly evolving field.
Datacenter Design And Management
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Author : Benjamin C. Lee
language : en
Publisher: Springer Nature
Release Date : 2022-05-31
Datacenter Design And Management written by Benjamin C. Lee and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-31 with Technology & Engineering categories.
An era of big data demands datacenters, which house the computing infrastructure that translates raw data into valuable information. This book defines datacenters broadly, as large distributed systems that perform parallel computation for diverse users. These systems exist in multiple forms—private and public—and are built at multiple scales. Datacenter design and management is multifaceted, requiring the simultaneous pursuit of multiple objectives. Performance, efficiency, and fairness are first-order design and management objectives, which can each be viewed from several perspectives. This book surveys datacenter research from a computer architect's perspective, addressing challenges in applications, design, management, server simulation, and system simulation. This perspective complements the rich bodies of work in datacenters as a warehouse-scale system, which study the implications for infrastructure that encloses computing equipment, and in datacenters as distributed systems, which employ abstract details in processor and memory subsystems. This book is written for first- or second-year graduate students in computer architecture and may be helpful for those in computer systems. The goal of this book is to prepare computer architects for datacenter-oriented research by describing prevalent perspectives and the state-of-the-art.
Ipsec Protocols And Deployment
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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-05-28
Ipsec Protocols And Deployment written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-28 with Computers categories.
"IPSec Protocols and Deployment" "IPSec Protocols and Deployment" is a comprehensive guide to the theory, architecture, and real-world application of IPSec, the foundational protocol suite for end-to-end security in IP networks. The book leads readers through a meticulous exploration of IPSec’s origins, core security principles, and protocol interactions within the modern network stack. It contextualizes IPSec’s evolution through key RFCs, comparing it to alternative security frameworks such as SSL/TLS and SSH, and offers an authoritative perspective on the enduring relevance of IPSec in an ever-changing digital landscape. Delving deeply into technical specifics, the book provides thorough coverage of IPSec’s essential building blocks, including the Authentication Header (AH) and Encapsulating Security Payload (ESP), key management via Internet Key Exchange (IKE), and the algorithms that underpin cryptographic robustness. Readers will benefit from detailed discussions of deployment architectures that span site-to-site VPNs, remote and mobile access, cloud integrations, and advanced designs for resilience and high availability. Comprehensive treatment of configuration, policy design, monitoring, automation, and performance optimization equips practitioners with practical tools and best practices for deploying secure, scalable, and high-performance IPSec solutions. The closing chapters offer an expert examination of IPSec security analysis, hardening techniques, incident response, and the protocol’s future amid emerging threats and technological paradigms. From formal verification to quantum-resilient cryptography and the integration of IPSec within zero-trust and containerized ecosystems, the book is both a definitive reference and a forward-looking guide. "IPSec Protocols and Deployment" is an indispensable resource for security engineers, architects, and network professionals committed to mastering secure IP communications in complex and dynamic environments.
Scalable Data Management For Future Hardware
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Author : Kai-Uwe Sattler
language : en
Publisher: Springer Nature
Release Date : 2025-01-23
Scalable Data Management For Future Hardware written by Kai-Uwe Sattler and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-23 with Computers categories.
This open access book presents the results of the DFG priority program on Scalable Data Management for Future Hardware. It details requirements and solutions of how modern and future hardware architectures can be leveraged to address the challenges in modern data management. The nine chapters of the book present a wide range of data management architectures in conjunction with current hardware developments, often related to applications in data analytics or machine learning. They cover topics such as hardware-accelerated query or event processing on FPGA, GPU, and multicore CPUs, scalable data management in data center networks or on modern memory and storage technologies, and operating system support. This book provides researchers in academia and industry with a comprehensive combination of data management, operating systems, distributed systems and computer architecture issues necessary to address the requirements from practice as well as to propel innovative ideas and challenging research questions.
Integration Of Cloud Computing With Internet Of Things
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Author : Monika Mangla
language : en
Publisher: John Wiley & Sons
Release Date : 2021-03-08
Integration Of Cloud Computing With Internet Of Things written by Monika Mangla and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-08 with Computers categories.
The book aims to integrate the aspects of IoT, Cloud computing and data analytics from diversified perspectives. The book also plans to discuss the recent research trends and advanced topics in the field which will be of interest to academicians and researchers working in this area. Thus, the book intends to help its readers to understand and explore the spectrum of applications of IoT, cloud computing and data analytics. Here, it is also worth mentioning that the book is believed to draw attention on the applications of said technology in various disciplines in order to obtain enhanced understanding of the readers. Also, this book focuses on the researches and challenges in the domain of IoT, Cloud computing and Data analytics from perspectives of various stakeholders.
The Datacenter As A Computer
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Author : Luiz André Barroso
language : en
Publisher: Springer Nature
Release Date : 2022-06-01
The Datacenter As A Computer written by Luiz André Barroso and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-01 with Technology & Engineering categories.
This book describes warehouse-scale computers (WSCs), the computing platforms that power cloud computing and all the great web services we use every day. It discusses how these new systems treat the datacenter itself as one massive computer designed at warehouse scale, with hardware and software working in concert to deliver good levels of internet service performance. The book details the architecture of WSCs and covers the main factors influencing their design, operation, and cost structure, and the characteristics of their software base. Each chapter contains multiple real-world examples, including detailed case studies and previously unpublished details of the infrastructure used to power Google's online services. Targeted at the architects and programmers of today's WSCs, this book provides a great foundation for those looking to innovate in this fascinating and important area, but the material will also be broadly interesting to those who just want to understandthe infrastructure powering the internet. The third edition reflects four years of advancements since the previous edition and nearly doubles the number of pictures and figures. New topics range from additional workloads like video streaming, machine learning, and public cloud to specialized silicon accelerators, storage and network building blocks, and a revised discussion of data center power and cooling, and uptime. Further discussions of emerging trends and opportunities ensure that this revised edition will remain an essential resource for educators and professionals working on the next generation of WSCs.
Heterogeneous Computing Architectures
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Author : Olivier Terzo
language : en
Publisher: CRC Press
Release Date : 2019-09-10
Heterogeneous Computing Architectures written by Olivier Terzo and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-10 with Computers categories.
Heterogeneous Computing Architectures: Challenges and Vision provides an updated vision of the state-of-the-art of heterogeneous computing systems, covering all the aspects related to their design: from the architecture and programming models to hardware/software integration and orchestration to real-time and security requirements. The transitions from multicore processors, GPU computing, and Cloud computing are not separate trends, but aspects of a single trend-mainstream; computers from desktop to smartphones are being permanently transformed into heterogeneous supercomputer clusters. The reader will get an organic perspective of modern heterogeneous systems and their future evolution.