Название: Python для сложных задач. Наука о данных и машинное обучение
Автор: Дж. Вандер Плас
Издательство: Питер
Год: 2018
Страниц: 576, ил.
Язык: Русский
Формат: pdf
Размер: 10,6 Mb

Книга «Python Data Science Handbook» - это подробное руководство по самым разным вычислительным и статистическим методам, без которых немыслима любая интенсивная обработка данных, научные исследования и передовые разработки.

Название: Coding and Programming Tricks & Tips - 20th Edition 2024
Автор: Papercut Limited
Издательство: Papercut Limited
Год: 2024
Язык: английский
Формат: pdf
Размер: 44.9 MB

Coding and Programming Tricks & Tips is the perfect digital publication for the user that wants to take their skill set to the next level. Do you want to enhance your user experience? Or wish to gain insider knowledge? Do you want to learn directly from experts in their field? Learn the numerous short cuts that the professionals use? Over the pages of this new advanced user guide you will learn everything you will need to know to become a more confident, better skilled and experienced owner. A user that will make the absolute most of their software and ultimately their coding skills themselves. An achievment you can earn by simply enabling us to exclusively help and teach the abilities we have gained over our decades of experience.

Название: Оптимизирующие компиляторы. Структура и алгоритмы
Автор: Константин Владимиров
Издательство: АСТ
Год: 2024
Страниц: 274
Язык: русский
Формат: pdf, epub
Размер: 10.1 MB

«Оптимизирующие компиляторы» – настольная книга специалиста, который решил не просто укрепить свои знания, но и вывести навыки на новый уровень. Вместе с Константином Владимировым вы разберете теорию оптимизирующей компиляции – все те сложные преобразования, которые происходят с текстом программы на его пути к исполняемому файлу, узнаете, что такое тулчейны и каким этапам трансформации подвергается программа до того, как будет впервые запущена, а также закрепите полученные знания, выполняя задания. В этой книге речь в основном пойдёт о компиляторах. Есть разные модули, написанные на разных языках разными программистами. И должна быть некая программа, которая помогает собрать их воедино и перевести на язык, который поймёт машина. Эта программа и есть компилятор в широком смысле. Она не столько выполняет, сколько организует (драйвит) этот процесс, запуская много других программ, которые и делают всё на пути от исходного кода к исполняемому файлу — то есть и трансляцию, и оптимизацию, и ассемблирование, и линковку. Автор имеет определённые языковые предпочтения: много лет используя и преподавая языки C и C++ (и разрабатывая компиляторы в основном на них и для них), я к ним в некотором роде привык. Поэтому, когда говорю о «каком-то» языке программирования, не уточняя, что это за язык, обычно я имею в виду что-то вроде C или C++.

Название: Облачные микросервисы. Разработка и применение на платформе Kubernetes
Автор: Аймен Эль Амри
Издательство: ДМК Пресс
Год: 2024
Страниц: 278
Язык: русский
Формат: pdf, epub
Размер: 10.2 MB

Данная книга раскроет весь потенциал Kubernetes – самой популярной платформы оркестровки контейнеров в мире. Вы узнаете, как можно использовать Kubernetes для создания надежной, масштабируемой и отказоустойчивой микросервисной архитектуры. Подробно раскрыты особенности применения микросервисов, стратегий высокой доступности, CI/CD, GitOps и наблюдаемости в мире облачных технологий. Микросервисы (microservice) – это архитектура для создания программных систем. Она разбивает различные компоненты системы на более мелкие, более управляемые части, называемые микросервисами. Каждый микросервис отвечает за одну задачу и может быть разработан и развернут независимо от других. Представлены практические примеры применения таких инструментов, как Docker, Rancher, Terraform, Operators, Helm, Prometheus, Istio, Grafana, OpenTelemetry, Jaeger, Loki, и других.

Название: Vectorization: A Practical Guide to Efficient Implementations of Machine Learning Algorithms
Автор: Edward DongBo Cui
Издательство: Wiley-IEEE Press
Год: 2025
Страниц: 445
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Enables readers to develop foundational and advanced vectorization skills for scalable Data Science and Machine Learning and address real-world problems. Offering insights across various domains such as Computer Vision and natural language processing (NLP), Vectorization covers the fundamental topics of vectorization including array and tensor operations, data wrangling, and batch processing. This book illustrates how the principles discussed lead to successful outcomes in Machine Learning projects, serving as concrete examples for the theories explained, with each chapter including practical case studies and code implementations using NumPy, TensorFlow, and PyTorch. From the essentials of vectorization to the subtleties of advanced data structures, Vectorization is an ideal one-stop resource for both beginners and experienced practitioners, including researchers, data scientists, statisticians, and other professionals in industry, who seek academic success and career advancement.

Название: C++ Essentials For Dummies
Автор: John Paul Mueller
Издательство: For Dummies
Год: 2025
Страниц: 195
Язык: английский
Формат: pdf (true), epub
Размер: 10.1 MB

The quick and crystal-clear guide to C++ programming. C++ Essentials For Dummies is your useful reference to the key concepts of C++, the popular general-purpose language utilized everywhere from building games to writing parts of operating systems. With minimal review and background material—and absolutely no fluff—this book gets straight to the essential topics you need to know to ramp up, brush up, or level up. This book contains the basic information you need to know to get going with C++ programming. You’ll learn how to install and run the compiler, write programs, and use important C++ features like arrays, classes, and pointers to do good object-­oriented programming. C++ is a large and complex language. But whether you’re just learning to program or you’re an expert in other programming languages, this book contains the essentials of the language for you to quickly become a C++ programmer. C++ Essentials For Dummies contains the information you need to start writing C++ programs. You can compile and run the example programs with the latest C++ 20 version of the compiler, but you can also use the earlier C++ 14 and C++ 17 versions.

Название: Introduction to Data Science: Data Wrangling and Visualization with R, 2nd Edition
Автор: Rafael A. Irizarry
Издательство: CRC Press
Год: 2025
Страниц: 346
Язык: английский
Формат: pdf (true)
Размер: 190.7 MB

Introduction to Data Science: Data Analysis and Prediction Algorithms with R introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression, and machine learning. It also helps you develop skills such as R programming, data wrangling, data visualization, predictive algorithm building, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation. This book is a textbook for a first course in Data Science. No previous knowledge of R is necessary, although some experience with programming may be helpful. The book is divided into six parts: R, data visualization, statistics with R, data wrangling, Machine Learning, and productivity tools.

Название: An Introduction to Universal Artificial Intelligence
Автор: Marcus Hutter, David Quarel, Elliot Catt
Издательство: CRC Press
Год: 2024
Страниц: 517
Язык: английский
Формат: pdf (true)
Размер: 32.7 MB

An Introduction to Universal Artificial Intelligence provides the formal underpinning of what it means for an agent to act intelligently in an unknown environment. First presented in Universal Algorithmic Intelligence, UAI offers a framework in which virtually all AI problems can be formulated, and a theory of how to solve them. UAI unifies ideas from sequential decision theory, Bayesian inference, and algorithmic information theory to construct AIXI, an optimal reinforcement learning agent that learns to act optimally in unknown environments. AIXI is the theoretical gold standard for intelligent behavior. The book covers both the theoretical and practical aspects of UAI. Bayesian updating can be done efficiently with context tree weighting, and planning can be approximated by sampling with Monte Carlo tree search. It provides algorithms for the reader to implement, and experimental results to compare against. These algorithms are used to approximate AIXI. The book ends with a philosophical discussion of Artificial General Intelligence: Can super-intelligent agents even be constructed? Is it inevitable that they will be constructed, and what are the potential consequences? This text is suitable for late undergraduate students. It provides an extensive chapter to fill in the required mathematics, probability, information, and computability theory background.

Название: OpenPyXL: Python Library: Powerful Capabilities to Bridge and Integrate Python and Excel
Автор: Ameenah Zaid Al-Haidari
Издательство: Ameenah Al-Haidari
Год: 2024
Страниц: 164
Язык: английский
Формат: epub
Размер: 36.1 MB

OpenPyXL: Mastering Python and Excel Integration. Unlock the full potential of your data with OpenPyXL: Mastering Python and Excel Integration. This comprehensive guide, authored by seasoned data scientist Ameenah Zaid Al-Haidari, provides everything you need to seamlessly bridge the gap between Python programming and Excel spreadsheet manipulation. Key Features: - Essential OpenPyXL Tools: Learn the foundational skills to read, write, and manipulate Excel files using Python's powerful OpenPyXL library; - Advanced Workbook Operations: Master advanced techniques such as formatting cells, applying styles, working with formulas, and handling large datasets; - Data Visualization: Enhance your data presentation with sophisticated charts, images, and conditional formatting; - Practical Applications: Apply your knowledge to real-world scenarios with step-by-step tutorials, including automating report generation and performing detailed data analysis; - Integration with Pandas: Discover how to leverage the full capabilities of Pandas and OpenPyXL together for superior data manipulation and reporting; - Debugging and Best Practices: Equip yourself with essential debugging techniques and best practices to ensure your code is efficient, maintainable, and reliable.

Название: Introduction to The Theory of Formal Languages
Автор: Dan A Simovici
Издательство: World Scientific Publishing
Год: 2024
Страниц: 465
Язык: английский
Формат: pdf (true)
Размер: 27.5 MB

Formal language theory is a theoretical discipline in Computer Science that plays a foundational role in areas such as compilers design, programming language theory, information transmission, computational biology, etc.This unique volume is a succinct introduction to formal language theory suitable for an one-semester course. The main focus is on Chomsky's hierarchy of classes of languages ranging from regular languages to context-free, context-sensitive, and recursively enumerable languages. These classes are presented using both generative methods (grammars) as well as various analytical methods including finite automata, pushdown and linearly bounded automata, and Turing machine. The useful reference text contains a large number of exercises of various degree of difficulties and is intended as a textbook for an upper-level undergraduate or a graduate course in formal languages.