Clusters Reloaded Rethinking High Performance Computing
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Clusters Reloaded Rethinking High Performance Computing
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Author : Pasquale De Marco
language : en
Publisher: Pasquale De Marco
Release Date : 2025-04-29
Clusters Reloaded Rethinking High Performance Computing written by Pasquale De Marco and has been published by Pasquale De Marco this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-29 with Technology & Engineering categories.
In the ever-evolving landscape of computing, clusters have emerged as a cornerstone of modern technology, transforming the way we process and manage data. This comprehensive guide unlocks the secrets of clusters, empowering readers with the knowledge and skills to harness their immense power. Delving into the fundamental concepts and benefits of clustering, this book provides a solid foundation for understanding this transformative technology. It explores the various types of cluster architectures, unveiling their strengths and suitability for different workloads. Readers will gain insights into the intricate workings of cluster software, including operating systems, middleware, file systems, and interconnection networks. The book delves into the building blocks of cluster applications, shedding light on parallel programming paradigms, data distribution strategies, load balancing techniques, and fault tolerance mechanisms. It then embarks on a journey through the diverse applications of clusters, spanning high-performance computing, big data analytics, cloud computing, edge computing, and emerging frontiers such as quantum computing and blockchain technology. With a keen eye on the future, this book explores the emerging trends and innovations that are shaping the next generation of clusters. It identifies the challenges and opportunities that lie ahead, offering valuable insights for architects, administrators, and users alike. Best practices for successful cluster deployments are also included, providing a roadmap for unlocking the full potential of this technology. Whether you are a seasoned professional or a newcomer to the world of clusters, this book serves as an invaluable resource. Its comprehensive coverage, clear explanations, and practical guidance will empower you to unlock the power of clusters and drive innovation in your field. Discover the transformative possibilities of clusters and embark on a journey to the forefront of computing technology. If you like this book, write a review on google books!
High Performance Cluster Computing
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Author : Rajkumar Buyya
language : en
Publisher: Prentice Hall
Release Date : 1999
High Performance Cluster Computing written by Rajkumar Buyya and has been published by Prentice Hall this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Computers categories.
An authoritative guide to today's revolution in "commodity supercomputing, " this book brings together more than 100 of the field's leading practitioners, providing a single source for up-to-the-minute information on virtually every key system issue associated with high-performance cluster computing.
Ibm High Performance Computing Insights With Ibm Power System Ac922 Clustered Solution
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Author : Dino Quintero
language : en
Publisher: IBM Redbooks
Release Date : 2019-05-02
Ibm High Performance Computing Insights With Ibm Power System Ac922 Clustered Solution written by Dino Quintero and has been published by IBM Redbooks this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-05-02 with Computers categories.
This IBM® Redbooks® publication documents and addresses topics to set up a complete infrastructure environment and tune the applications to use an IBM POWER9TM hardware architecture with the technical computing software stack. This publication is driven by a CORAL project solution. It explores, tests, and documents how to implement an IBM High-Performance Computing (HPC) solution on a POWER9 processor-based system by using IBM technical innovations to help solve challenging scientific, technical, and business problems. This book documents the HPC clustering solution with InfiniBand on IBM Power SystemsTM AC922 8335-GTH and 8335-GTX servers with NVIDIA Tesla V100 SXM2 graphics processing units (GPUs) with NVLink, software components, and the IBM SpectrumTM Scale parallel file system. This solution includes recommendations about the components that are used to provide a cohesive clustering environment that includes job scheduling, parallel application tools, scalable file systems, administration tools, and a high-speed interconnect. This book is divided into three parts: Part 1 focuses on the planners of the solution, Part 2 focuses on the administrators, and Part 3 focuses on the developers. This book targets technical professionals (consultants, technical support staff, IT architects, and IT specialists) who are responsible for delivering cost-effective HPC solutions that help uncover insights among clients' data so that they can act to optimize business results, product development, and scientific discoveries.
High Performance Python
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Author : Micha Gorelick
language : en
Publisher: O'Reilly Media
Release Date : 2020-04-30
High Performance Python written by Micha Gorelick and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04-30 with Computers categories.
Your Python code may run correctly, but you need it to run faster. Updated for Python 3, this expanded edition shows you how to locate performance bottlenecks and significantly speed up your code in high-data-volume programs. By exploring the fundamental theory behind design choices, High Performance Python helps you gain a deeper understanding of Python’s implementation. How do you take advantage of multicore architectures or clusters? Or build a system that scales up and down without losing reliability? Experienced Python programmers will learn concrete solutions to many issues, along with war stories from companies that use high-performance Python for social media analytics, productionized machine learning, and more. Get a better grasp of NumPy, Cython, and profilers Learn how Python abstracts the underlying computer architecture Use profiling to find bottlenecks in CPU time and memory usage Write efficient programs by choosing appropriate data structures Speed up matrix and vector computations Use tools to compile Python down to machine code Manage multiple I/O and computational operations concurrently Convert multiprocessing code to run on local or remote clusters Deploy code faster using tools like Docker
Handbook Of Cloud Computing
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Author : Nayyar Dr. Anand
language : en
Publisher: BPB Publications
Release Date : 2019-09-20
Handbook Of Cloud Computing written by Nayyar Dr. Anand and has been published by BPB Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-20 with Computers categories.
Great POSSIBILITIES and high future prospects to become ten times folds in the near FUTUREKey features Comprehensively gives clear picture of current state-of-the-art aspect of cloud computing by elaborating terminologies, models and other related terms. Enlightens all major players in Cloud Computing industry providing services in terms of SaaS, PaaS and IaaS. Highlights Cloud Computing Simulators, Security Aspect and Resource Allocation. In-depth presentation with well-illustrated diagrams and simple to understand technical concepts of cloud. Description The book "e;Handbook of Cloud Computing"e; provides the latest and in-depth information of this relatively new and another platform for scientific computing which has great possibilities and high future prospects to become ten folds in near future. The book covers in comprehensive manner all aspects and terminologies associated with cloud computing like SaaS, PaaS and IaaS and also elaborates almost every cloud computing service model.The book highlights several other aspects of cloud computing like Security, Resource allocation, Simulation Platforms and futuristic trend i.e. Mobile cloud computing. The book will benefit all the readers with all in-depth technical information which is required to understand current and futuristic concepts of cloud computing. No prior knowledge of cloud computing or any of its related technology is required in reading this book. What will you learn Cloud Computing, Virtualisation Software as a Service, Platform as a Service, Infrastructure as a Service Data in Cloud and its Security Cloud Computing - Simulation, Mobile Cloud Computing Specific Cloud Service Models Resource Allocation in Cloud Computing Who this book is for Students of Polytechnic Diploma Classes- Computer Science/ Information Technology Graduate Students- Computer Science/ CSE / IT/ Computer Applications Master Class Students-Msc (CS/IT)/ MCA/ M.Phil, M.Tech, M.S. Researcher's-Ph.D Research Scholars doing work in Virtualization, Cloud Computing and Cloud Security Industry Professionals- Preparing for Certifications, Implementing Cloud Computing and even working on Cloud Security Table of contents1. Introduction to Cloud Computing2. Virtualisation3. Software as a Service4. Platform as a Service5. Infrastructure as a Service6. Data in Cloud7. Cloud Security 8. Cloud Computing - Simulation9. Specific Cloud Service Models10. Resource Allocation in Cloud Computing11. Mobile Cloud Computing About the authorDr. Anand Nayyar received Ph.D (Computer Science) in Wireless Sensor Networks and Swarm Intelligence. Presently he is working in Graduate School, Duy Tan University, Da Nang, Vietnam. He has total of fourteen Years of Teaching, Research and Consultancy experience with more than 250 Research Papers in various International Conferences and highly reputed journals. He is certified Professional with more than 75 certificates and member of 50 Professional Organizations. He is acting as "e;ACM DISTINGUISHED SPEAKER"e;
Power8 High Performance Computing Guide Ibm Power System S822lc 8335 Gtb Edition
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Author : Dino Quintero
language : en
Publisher: IBM Redbooks
Release Date : 2017-08-04
Power8 High Performance Computing Guide Ibm Power System S822lc 8335 Gtb Edition written by Dino Quintero and has been published by IBM Redbooks this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-08-04 with Computers categories.
This IBM® Redbooks® publication documents and addresses topics to provide step-by-step customizable application and programming solutions to tune application and workloads to use IBM Power SystemsTM hardware architecture. This publication explores, tests, and documents the solution to use the architectural technologies and the software solutions that are available from IBM to help solve challenging technical and business problems. This publication also demonstrates and documents that the combination of IBM high-performance computing (HPC) solutions (hardware and software) delivers significant value to technical computing clients who are in need of cost-effective, highly scalable, and robust solutions. First, the book provides a high-level overview of the HPC solution, including all of the components that makes the HPC cluster: IBM Power System S822LC (8335-GTB), software components, interconnect switches, and the IBM SpectrumTM Scale parallel file system. Then, the publication is divided in three parts: Part 1 focuses on the developers, Part 2 focuses on the administrators, and Part 3 focuses on the evaluators and planners of the solution. The IBM Redbooks publication is targeted toward technical professionals (consultants, technical support staff, IT Architects, and IT Specialists) who are responsible for delivering cost-effective HPC solutions that help uncover insights from vast amounts of client's data so they can optimize business results, product development, and scientific discoveries.
Statistical Rethinking
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Author : Richard McElreath
language : en
Publisher: CRC Press
Release Date : 2018-01-03
Statistical Rethinking written by Richard McElreath and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-03 with Mathematics categories.
Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers’ knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today’s model-based statistics, the book pushes readers to perform step-by-step calculations that are usually automated. This unique computational approach ensures that readers understand enough of the details to make reasonable choices and interpretations in their own modeling work. The text presents generalized linear multilevel models from a Bayesian perspective, relying on a simple logical interpretation of Bayesian probability and maximum entropy. It covers from the basics of regression to multilevel models. The author also discusses measurement error, missing data, and Gaussian process models for spatial and network autocorrelation. By using complete R code examples throughout, this book provides a practical foundation for performing statistical inference. Designed for both PhD students and seasoned professionals in the natural and social sciences, it prepares them for more advanced or specialized statistical modeling. Web Resource The book is accompanied by an R package (rethinking) that is available on the author’s website and GitHub. The two core functions (map and map2stan) of this package allow a variety of statistical models to be constructed from standard model formulas.
Advanced Analytics With Spark
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Author : Sandy Ryza
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2015-04-02
Advanced Analytics With Spark written by Sandy Ryza and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-04-02 with Computers categories.
In this practical book, four Cloudera data scientists present a set of self-contained patterns for performing large-scale data analysis with Spark. The authors bring Spark, statistical methods, and real-world data sets together to teach you how to approach analytics problems by example. You’ll start with an introduction to Spark and its ecosystem, and then dive into patterns that apply common techniques—classification, collaborative filtering, and anomaly detection among others—to fields such as genomics, security, and finance. If you have an entry-level understanding of machine learning and statistics, and you program in Java, Python, or Scala, you’ll find these patterns useful for working on your own data applications. Patterns include: Recommending music and the Audioscrobbler data set Predicting forest cover with decision trees Anomaly detection in network traffic with K-means clustering Understanding Wikipedia with Latent Semantic Analysis Analyzing co-occurrence networks with GraphX Geospatial and temporal data analysis on the New York City Taxi Trips data Estimating financial risk through Monte Carlo simulation Analyzing genomics data and the BDG project Analyzing neuroimaging data with PySpark and Thunder
Computer Network Usage
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Author : László Csaba
language : en
Publisher: North Holland
Release Date : 1986
Computer Network Usage written by László Csaba and has been published by North Holland this book supported file pdf, txt, epub, kindle and other format this book has been release on 1986 with Computers categories.
This volume presents the contributions from the COMNET '85 conference - the third in a series of meetings devoted to the discussion and analysis of computer networks. Two important phenomena are currently connected with networks: one is the effort to achieve a high degree of universality, to have unbound access to different sources, and the other is the emphasis placed on the services which networks can provide nowadays. These considerations raise the questions: how can networks efficiently combine individual and independent services rendered by single machines or even by groups of them? and how can the range be widened, and what kind of difficulties arise in connection with these efforts? This book presents and discusses exactly these problems, utilizing the knowledge of specialists from throughout the world.
Management Information Systems
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Author : Kenneth C. Laudon
language : es
Publisher: Pearson Educación
Release Date : 2004
Management Information Systems written by Kenneth C. Laudon and has been published by Pearson Educación this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Business & Economics categories.
Management Information Systems provides comprehensive and integrative coverage of essential new technologies, information system applications, and their impact on business models and managerial decision-making in an exciting and interactive manner. The twelfth edition focuses on the major changes that have been made in information technology over the past two years, and includes new opening, closing, and Interactive Session cases.