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Название: Machine Learning under Resource Constraints, Volume 3: Applications
Автор: Katharina Morik, Jorg Rahnenfuhrer, Christian Wietfeld
Издательство: De Gruyter
Год: 2023
Страниц: 478
Язык: английский
Формат: pdf (true), epub
Размер: 90.8 MB

Machine Learning under Resource Constraints addresses novel Machine Learning algorithms that are challenged by high-throughput data, by high dimensions, or by complex structures of the data in three volumes. Volume 3 describes how the resource-aware Machine Learning methods and techniques are used to successfully solve real-world problems. The book provides numerous specific application examples. In the areas of health and medicine, it is demonstrated how Machine Learning can improve risk modelling, diagnosis, and treatment selection for diseases. Machine Learning supported quality control during the manufacturing process in a factory allows to reduce material and energy cost and save testing times is shown by the diverse real-time applications in electronics and steel production as well as milling. Additional application examples show, how machine-learning can make traffic, logistics and smart cities more effi cient and sustainable. Finally, mobile communications can benefi t substantially from Machine Learning, for example by uncovering hidden characteristics of the wireless channel.

Название: Machine Learning under Resource Constraints, Volume 2: Discovery in Physics
Автор: Katharina Morik, Wolfgang Rhode
Издательство: De Gruyter
Год: 2023
Страниц: 364
Язык: английский
Формат: pdf (true), epub
Размер: 56.9 MB

Machine Learning under Resource Constraints addresses novel Machine Learning algorithms that are challenged by high-throughput data, by high dimensions, or by complex structures of the data in three volumes. Volume 2 covers Machine Learning for knowledge discovery in particle and astroparticle physics. Their instruments, e.g., particle detectors or telescopes, gather petabytes of data. Here, Machine Learning is necessary not only to process the vast amounts of data and to detect the relevant examples efficiently, but also as part of the knowledge discovery process itself. The physical knowledge is encoded in simulations that are used to train the machine learning models. At the same time, the interpretation of the learned models serves to expand the physical knowledge. This results in a cycle of theory enhancement supported by Machine Learning.

Название: Machine Learning under Resource Constraints, Volume 1: Fundamentals
Автор: Katharina Morik, Peter Marwedel
Издательство: De Gruyter
Год: 2023
Страниц: 506
Язык: английский
Формат: pdf (true), epub
Размер: 45.7 MB

Machine Learning under Resource Constraints addresses novel Machine Learning algorithms that are challenged by high-throughput data, by high dimensions, or by complex structures of the data in three volumes. Resource constraints are given by the relation between the demands for processing the data and the capacity of the computing machinery. The resources are runtime, memory, communication, and energy. Hence, modern computer architectures play a significant role. Novel Machine Learning algorithms are optimized with regard to minimal resource consumption. Moreover, learned predictions are executed on diverse architectures to save resources. It provides a comprehensive overview of the novel approaches to Machine Learning research that consider resource constraints, as well as the application of the described methods in various domains of science and engineering. Volume 1 establishes the foundations of this new field. It goes through all the steps from data collection, their summary and clustering, to the different aspects of resource-aware learning, i.e., hardware, memory, energy, and communication awareness.

Название: Разработка IoT для ESP32 и ESP8266 с помощью jаvascript: Практическое руководство по XS и Moddable SDK
Автор: П.Ходди, Л.Прадер
Издательство: Самиздат
Год: 2020
Страниц: 607
Язык: русский
Формат: pdf
Размер: 18.3 MB

Здесь представлен перевод книги Р .Hoddie, L. Prader - IoT Development for ESP32 and ESP8266 with jаvascript - 2020. Эта книга представляет собой практическое руководство по написанию программ для продуктов IoT. Каждая глава заполнена компактными, сфокусированными примерами, на которых вы можете учиться, изучать, запускать и изменять. Когда вы прочтете эту книгу, вы будете знать основы создания сложных продуктов IoT на недорогом оборудовании с использованием современного jаvascript.

Название: Design Patterns with Java: An Introduction
Автор: Olaf Musch
Издательство: Springer
Год: 2023
Страниц: 344
Язык: английский
Формат: pdf (true), epub
Размер: 16.6 MB

A practical description of the software design patterns as they are mentioned in the 1994 book "Design Patterns - Elements of Reusable ObjectOriented Software" by the author group Gamma, Helm, Johnson and Vlissides (also called "Gang of Four", GoF for short). All patterns are explained in detail by means of examples and also critically appreciated. Furthermore, design principles of object-oriented programming are described and considered. All examples are commented in detail in the source code and are executable under Java 16. In part, newer features of Java up to and including version 16 are also explained and used.

Название: Офисное программирование: учебное пособие
Автор: Железко Б. А. , Новицкая Е. Г. , Подгорная Г. Н.
Издательство: РИПО
Год: 2017
Cтраниц: 100 с. : ил.
Формат: pdf (ocr) / djvu
Размер: 11 мб
Язык: русский

В учебном пособии рассматриваются вопросы основ офисного программирования в MS Office. Излагаются технологии работы с языком объектно-ориентированного программирования Visual Basic for Application (VBA). Даются подробное разъяснение структуры элементов программирования языка VBA, краткие теоретические сведения, необходимые для освоения рассматриваемой логики языка программирования, и комплексы заданий, выполняемых на примере различных предметных областей.

Название: Essential Math for AI: Next-Level Mathematics for Efficient and Successful AI Systems (Final Release)
Автор: Hala Nelson
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 605
Язык: английский
Формат: True/Retail PDF EPUB
Размер: 40.8 MB

Companies are scrambling to integrate AI into their systems and operations. But to build truly successful solutions, you need a firm grasp of the underlying mathematics. This accessible guide walks you through the math necessary to thrive in the AI field such as focusing on real-world applications rather than dense academic theory. Engineers, data scientists, and students alike will examine mathematical topics critical for AI--including regression, neural networks, optimization, backpropagation, convolution, Markov chains, and more--through popular applications such as computer vision, natural language processing, and automated systems. And supplementary Jupyter notebooks shed light on examples with Python code and visualizations. Whether you're just beginning your career or have years of experience, this book gives you the foundation necessary to dive deeper in the field.

Название: Python in a Nutshell: A Desktop Quick Reference, 4th Edition (Final Release)
Автор: Alex Martelli, Anna Martelli Ravenscroft, Steve Holden
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 735
Язык: английский
Формат: True/Retail PDF EPUB
Размер: 10.1 MB

The Python programming language reconciles many apparent contradictions: elegant yet pragmatic, simple yet powerful, it’s very high-level yet doesn’t get in your way when you need to fiddle with bits and bytes, and it’s suitable for novice programmers and great for experts, too. This book is intended for programmers with some previous exposure to Python, as well as experienced programmers coming to Python for the first time from other languages. It provides a quick reference to Python itself, the most commonly used parts of its vast standard library, and a few of the most popular and useful third-party modules and packages. The Python ecosystem has grown so much in richness, scope, and complexity that a single volume can no longer reasonably hope to be encyclopedic. Still, the book covers a wide range of application areas, including web and network programming, XML handling, database interactions, and high-speed numeric computing. It also explores Python’s cross-platform capabilities and the basics of extending Python and embedding it in other applications.

Название: Guide to Java: A Concise Introduction to Programming (2nd Edition)
Автор: James T. Streib, Takako Soma
Издательство: Springer
Год: 2023
Страниц: 436
Язык: английский
Формат: pdf (true)
Размер: 26.0 MB

The purpose of this text is to help the reader learn very quickly how to program using the Java programming language. This is accomplished by concentrating on the fundamentals, providing plenty of illustrations and examples, and using visual contour diagrams to illustrate the object-oriented semantics of the language. Addressing the need to acquire a good working model of objects in order to avoid possible misconceptions, the text introduces the core concepts of object-oriented programming at any stage, supported by the use of contour diagrams. Each chapter has one or more complete programs to illustrate the various ideas presented, and to help readers learn how to write programs on their own. Chapter summaries and practical exercises also are included to help the reader to review their progress and practice their skills. This substantially updated second edition has been expanded with additional exercises, and includes new material on bit manipulation and parallel processing.

Название: The Rules of Programming: How to Write Better Code, First Edition (Final Release)
Автор: Chris Zimmerman
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 347
Язык: английский
Формат: pdf (true), epub (true)
Размер: 10.2 MB

This philosophy-of-programming guide presents a unique and entertaining take on how to think about programming. A collection of 21 pragmatic rules, each presented in a standalone chapter, captures the essential wisdom that every freshly minted programmer needs to know and provides thought-provoking insights for more seasoned programmers. The examples in the book are all written in C++. If you’re a Python or jаvascript programmer, you’ll be happier if you read Appendix A, “Reading C++ for Python Programmers”, or Appendix B, “Reading C++ for jаvascript Programmers”, before getting too far into the Rules. The two appendices act as Rosetta Stones to translate that C++ into the concepts you’re used to. If your experience is with some other language and you find the C++ examples hard to follow, then I suggest the phenomenal website Rosetta Code.