BOOKS - Introduction to Modern Scientific Programming and Numerical Methods
Introduction to Modern Scientific Programming and Numerical Methods - Lubos Brieda, Joseph Wang, Robert Martin 2025 PDF | EPUB CRC Press BOOKS
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Introduction to Modern Scientific Programming and Numerical Methods
Author: Lubos Brieda, Joseph Wang, Robert Martin
Year: 2025
Pages: 475
Format: PDF | EPUB
File size: 22.9 MB
Language: ENG



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Mathews, Richard J. LeVeque, and David A. Bader. Book Description: Introduction to Modern Scientific Programming and Numerical Methods is a comprehensive guide that provides a thorough understanding of the principles and practices of scientific programming and numerical methods. The book covers the fundamental concepts of programming, numerical analysis, and scientific computing, making it an essential resource for students and professionals in the field. With a focus on practical applications, the authors demonstrate how to use programming languages such as Python and MATLAB to solve real-world problems in various fields, including physics, engineering, and computer science. The text begins by introducing the basics of programming, including data types, control structures, functions, and input/output operations. It then delves into numerical methods, covering topics such as linear algebra, optimization, differential equations, and statistical analysis. The book also explores advanced topics like parallel processing, computational fluid dynamics, and machine learning. Each chapter includes exercises and examples to help readers reinforce their understanding of the concepts. Throughout the book, the authors emphasize the importance of understanding the process of technological evolution and its impact on society. They argue that developing a personal paradigm for perceiving the technological process of developing modern knowledge is crucial for survival in today's rapidly changing world. By studying and mastering the principles of scientific programming and numerical methods, readers can gain a deeper appreciation for the power and potential of technology to shape our future.
Мэтьюс, Ричард Дж. ЛеВек и Дэвид А. Бейдер. Introduction to Modern Scientific Programming and Numerical Methods - всеобъемлющее руководство, дающее полное понимание принципов и практики научного программирования и численных методов. Книга охватывает фундаментальные концепции программирования, численного анализа и научных вычислений, что делает её важным ресурсом для студентов и специалистов в данной области. Уделяя особое внимание практическим приложениям, авторы демонстрируют, как использовать такие языки программирования, как Python и MATLAB, для решения реальных задач в различных областях, включая физику, инженерию и информатику. Текст начинается с введения основ программирования, включая типы данных, структуры управления, функции и операции ввода/вывода. Затем он углубляется в численные методы, охватывая такие темы, как линейная алгебра, оптимизация, дифференциальные уравнения и статистический анализ. В книге также рассматриваются такие продвинутые темы, как параллельная обработка, вычислительная гидродинамика и машинное обучение. Каждая глава включает упражнения и примеры, которые помогут читателям углубить свое понимание концепций. На протяжении всей книги авторы подчеркивают важность понимания процесса технологической эволюции и его влияния на общество. Они утверждают, что разработка личной парадигмы восприятия технологического процесса развития современных знаний имеет решающее значение для выживания в современном быстро меняющемся мире. Изучая и осваивая принципы научного программирования и численные методы, читатели могут глубже оценить мощь и потенциал технологий для формирования нашего будущего.
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