Efficient Numerical Computing With Intel Mkl
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Efficient Numerical Computing With Intel Mkl
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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-19
Efficient Numerical Computing With Intel Mkl 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 2025-06-19 with Computers categories.
"Efficient Numerical Computing with Intel MKL" Efficient Numerical Computing with Intel MKL is an essential resource for scientists, engineers, and data professionals seeking to harness the full potential of modern computational hardware through the Intel Math Kernel Library (MKL). The book begins with a detailed exploration of contemporary CPU architectures and the numerically intensive workloads they support, delving into fundamental paradigms of numerical computing and demonstrating how MKL’s design was forged to maximize hardware utilization. Readers are introduced to key concepts in dense and sparse computations, library design philosophies, and the intricate interplay of software optimization and hardware efficiency. Structured as a comprehensive guide, the book walks users from initial MKL installation and system integration across varied platforms, through high-performance applications in BLAS, LAPACK, FFTs, statistical routines, and vector mathematics. Each major domain is covered with practical insights into threading, memory layout, precision management, and performance benchmarking, enriched with case studies and real-world applications in scientific computing, engineering, machine learning, and large-scale analytics. The text further clarifies advanced linear algebra methods, Fourier and spectral transforms, random number and statistical analyses, and the deployment of multi-threaded and distributed numerical workloads. Beyond technical execution, the book embraces MKL’s growing ecosystem—offering practical strategies for interoperability with C, C++, Fortran, Python, Julia, and R, integration with cloud and container environments, and the path forward with emerging hardware and software trends. Concluding with a look at the future of high-performance numerics, including open-source initiatives, new accelerator hardware, and the community’s role in pushing research frontiers, Efficient Numerical Computing with Intel MKL stands as a definitive reference and a practical roadmap for modern, reliable, and scalable numerical computation.
Applied Parallel And Scientific Computing
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Author : Pekka Manninen
language : en
Publisher: Springer
Release Date : 2013-02-12
Applied Parallel And Scientific Computing written by Pekka Manninen and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-02-12 with Computers categories.
This volume constitutes the refereed proceedings of the 11th International Conference on Applied Parallel and Scientific Computing, PARA 2012, held in Helsinki, Finland, in June 2012. The 35 revised full papers presented were selected from numerous submissions and are organized in five technical sessions covering the topics of advances in HPC applications, parallel algorithms, performance analyses and optimization, application of parallel computing in industry and engineering, and HPC interval methods. In addition, three of the topical minisymposia are described by a corresponding overview article on the minisymposia topic. In order to cover the state-of-the-art of the field, at the end of the book a set of abstracts describe some of the conference talks not elaborated into full articles.
Scientific Computing Computer Arithmetic And Validated Numerics
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Author : Marco Nehmeier
language : en
Publisher: Springer
Release Date : 2016-04-08
Scientific Computing Computer Arithmetic And Validated Numerics written by Marco Nehmeier and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-04-08 with Computers categories.
This book constitutes the refereed post proceedings of the 16th International Symposium, SCAN 2014, held in Würzburg, Germany, in September 2014. The 22 full papers presented were carefully reviewed and selected from 60 submissions. The main concerns of research addressed by SCAN conferences are validation, verification or reliable assertions of numerical computations. Interval arithmetic and other treatments of uncertainty are developed as appropriate tools.
Numerical Analysis And Its Applications
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Author : Ivan Dimov
language : en
Publisher: Springer
Release Date : 2013-10-01
Numerical Analysis And Its Applications written by Ivan Dimov and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-10-01 with Computers categories.
This book constitutes thoroughly revised selected papers of the 5th International Conference on Numerical Analysis and Its Applications, NAA 2012, held in Lozenetz, Bulgaria, in June 2012. The 65 revised papers presented were carefully reviewed and selected from various submissions. The papers cover a broad area of topics of interest such as numerical approximation and computational geometry; numerical linear algebra and numerical solution of transcendental equation; numerical methods for differential equations; numerical stochastics, numerical modeling; and high performance scientific computing.
Numerical Python
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Author : Robert Johansson
language : en
Publisher: Springer Nature
Release Date : 2024-09-27
Numerical Python written by Robert Johansson and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-27 with Computers categories.
Learn how to leverage the scientific computing and data analysis capabilities of Python, its standard library, and popular open-source numerical Python packages like NumPy, SymPy, SciPy, matplotlib, and more. This book demonstrates how to work with mathematical modeling and solve problems with numerical, symbolic, and visualization techniques. It explores applications in science, engineering, data analytics, and more. Numerical Python, Third Edition, presents many case study examples of applications in fundamental scientific computing disciplines, as well as in data science and statistics. This fully revised edition, updated for each library's latest version, demonstrates Python's power for rapid development and exploratory computing due to its simple and high-level syntax and many powerful libraries and tools for computation and data analysis. After reading this book, readers will be familiar with many computing techniques, including array-based and symbolic computing, visualization and numerical file I/O, equation solving, optimization, interpolation and integration, and domain-specific computational problems, such as differential equation solving, data analysis, statistical modeling, and machine learning. What You'll Learn Work with vectors and matrices using NumPy Review Symbolic computing with SymPy Plot and visualize data with Matplotlib Perform data analysis tasks with Pandas and SciPy Understand statistical modeling and machine learning with statsmodels and scikit-learn Optimize Python code using Numba and Cython Who This Book Is For Developers who want to understand how to use Python and its ecosystem of libraries for scientific computing and data analysis.
Contributions Presented At The International Conference On Computing Communication Cybersecurity And Ai July 3 4 2024 London Uk
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Author : Nitin Naik
language : en
Publisher: Springer Nature
Release Date : 2024-12-19
Contributions Presented At The International Conference On Computing Communication Cybersecurity And Ai July 3 4 2024 London Uk written by Nitin Naik and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-19 with Computers categories.
This book offers an in-depth exploration of cutting-edge research across the interconnected fields of computing, communication, cybersecurity, and artificial intelligence. It serves as a comprehensive guide to the technologies shaping our digital world, providing both a profound understanding of these domains and practical strategies for addressing their challenges. The content is drawn from the International Conference on Computing, Communication, Cybersecurity and AI (C3AI 2024), held in London, UK, from July 3 to 4, 2024. The conference attracted 66 submissions from 17 countries, including the USA, UK, Canada, Brazil, India, China, Germany, and Spain. Of these, 47 high-calibre papers were rigorously selected through a meticulous review process, where each paper received three to four reviews to ensure quality and relevance. This book is an essential resource for readers seeking a thorough and timely review of the latest advancements and trends in computing, communication, cybersecurity, and artificial intelligence.
Large Scale Scientific Computing
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Author : Ivan Lirkov
language : en
Publisher: Springer
Release Date : 2018-01-10
Large Scale Scientific Computing written by Ivan Lirkov and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-10 with Computers categories.
This book constitutes the thoroughly refereed post-conference proceedings of the 11th International Conference on Large-Scale Scientific Computations, LSSC 2017, held in Sozopol, Bulgaria, in June 2017. The 63 revised short papers together with 3 full papers presented were carefully reviewed and selected from 63 submissions. The conference presents results from the following topics: Hierarchical, adaptive, domain decomposition and local refinement methods; Robust preconditioning algorithms; Monte Carlo methods and algorithms; Numerical linear algebra; Control and optimization; Parallel algorithms and performance analysis; Large-scale computations of environmental, biomedical and engineering problems. The chapter 'Parallel Aggregation Based on Compatible Weighted Matching for AMG' is available open access under a CC BY 4.0 license.
C A Language For Modern Programming
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Author :
language : en
Publisher: Red Dot Publications
Release Date : 2023-10-04
C A Language For Modern Programming written by and has been published by Red Dot Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-04 with Computers categories.
Book Description: C++ Programming: A Journey to the Heart of a Versatile Language is a comprehensive guide to learning and mastering C++, one of the most powerful and versatile programming languages available. This book goes beyond the basics, offering readers a deep understanding of C++'s capabilities, limitations, and its intricate tapestry of uses in the ever-evolving landscape of software development. Written by an experienced C++ programmer and educator, this book covers a wide range of topics, from fundamental C++ concepts to advanced applications in various fields. Each section is packed with practical examples, case studies, and exercises to ensure readers gain a deep understanding of the concepts at hand. Whether you're a complete novice, an experienced programmer looking to expand your skills, or a professional seeking to harness the full potential of C++, this book is your faithful companion. Here are some of the key features of this book: Comprehensive coverage of C++ fundamentals, including data types, variables, functions, classes, objects, inheritance, polymorphism, templates, generics, exception handling, and the Standard Template Library (STL) In-depth exploration of advanced C++ features, such as concepts, ranges, and coroutines Real-world examples and hands-on exercises to solidify learning and boost confidence Best practices, design patterns, and advanced techniques to elevate coding skills Focus on developing a problem-solving mindset and crafting elegant and efficient software This book is ideal for: Anyone interested in learning C++ programming Experienced programmers looking to expand their C++ skills Professionals seeking to harness the full potential of C++ Embark on a journey to the heart of C++ programming with this comprehensive and engaging guide. Discover the language's power and versatility, and learn to create software that inspires and empowers. 20 chapters 319 pages
High Performance Scientific Computing
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Author : Michael W. Berry
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-01-18
High Performance Scientific Computing written by Michael W. Berry and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-01-18 with Computers categories.
This book presents the state of the art in parallel numerical algorithms, applications, architectures, and system software. The book examines various solutions for issues of concurrency, scale, energy efficiency, and programmability, which are discussed in the context of a diverse range of applications. Features: includes contributions from an international selection of world-class authorities; examines parallel algorithm-architecture interaction through issues of computational capacity-based codesign and automatic restructuring of programs using compilation techniques; reviews emerging applications of numerical methods in information retrieval and data mining; discusses the latest issues in dense and sparse matrix computations for modern high-performance systems, multicores, manycores and GPUs, and several perspectives on the Spike family of algorithms for solving linear systems; presents outstanding challenges and developing technologies, and puts these in their historical context.
Parallel Computational Technologies
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Author : Leonid Sokolinsky
language : en
Publisher: Springer Nature
Release Date : 2023-07-24
Parallel Computational Technologies written by Leonid Sokolinsky and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-24 with Computers categories.
This book constitutes the refereed post proceedings of the 17th International Conference on Parallel Computational Technologies, PCT 2023, held in Saint Petersburg, Russia, during March 28–30, 2023. The 25 full papers included in this book were carefully reviewed and selected from 71 submissions. They were organized in topical sections as follows: "High Performance Architectures, Tools and Technologies", "Parallel Numerical Algorithms", and "Supercomputer Simulation".