Название: The Little Learner: чудесное машинное обучение
Автор: Фридман Д. П., Мендхекар А
Издательство: дмк
Год: 2024
Формат: PDF
Страниц: 430
Размер: 25 Mb
Язык: Русский

В этой книге из знаменитой серии The Little Book охвачены все концепции, необходимые для интуитивного понимания работы глубоких нейронных сетей, включая тензоры, расширенные операторы, алгоритмы градиентного спуска, искусственные нейроны, полносвязные, сверточные сети и остаточные сети, а также автоматическое дифференцирование.

Название: Java для опытных разработчиков. 2-е издание
Автор: Эванс Б., Кларк Д., Фербург М
Издательство: Питер
Год: 2024
Формат: PDF
Страниц: 736
Размер: 86 Mb
Язык: Русский

Язык Java – сердце корпоративного ПО. Если программист хорошо знает Java, он без особого труда найдет интересную работу. Поднимите ваши навыки Java на новый уровень вместе с экспертами. Основательно изучите такие мощные инструменты, как модели конкурентного выполнения и модули, и даже раскройте некоторые глубинные тайны Java. Узнайте, как Java работает на уровне байт-кода. Освойте ценные приемы конкурентного выполнения и оптимизации быстродействия, а еще ключевые методы сборки, тестирования и развертывания. Также рассмотрите альтернативные языки для JVM – Kotlin и Clojure. Изучив материал, вы будете выделяться на фоне других разработчиков!

Название: Federated Learning Techniques and Its Application in the Healthcare Industry
Автор: H L Gururaj, Tanuja Kayarga, Francesco Flammini, Dalibor Dobrilovic
Издательство: World Scientific Publishing
Год: 2024
Страниц: 235
Язык: английский
Формат: pdf (true)
Размер: 13.1 MB

Federated Learning is currently an emerging technology in the field of Machine Learning. Federated Learning is a structure which trains a centralized model for a given assignment, where the data is de-centralized across different edge devices or servers. This enables preservation of the confidentiality of data on various edge devices, as only the updated outcomes of the models are shared with the centralized model. This means the data can remain on each edge device, while we can still train a model using that data. Federated Learning has greatly increased the potential to transmute data in the healthcare industry, enabling healthcare professionals to improve treatment of patients. This book comprises chapters on applying Federated models in the field of healthcare industry. Federated Learning mainly concentrates on securing the privacy of data by training local data in a shared global model without putting the training data in a centralized location. The importance of Federated Learning lies in its innumerable uses in health care that ranges from maintaining the privacy of raw data of the patients, discover clinically alike patients, forecasting hospitalization due to cardiac events impermanence and probable solutions to the same. The goal of this edited book is to provide a reference guide to the theme. Chapter 1 explores the “Fundamentals of Federated Learning,” laying the groundwork for readers to comprehend the underlying concepts and principles that govern this groundbreaking methodology. Moving forward, Chapter 2, “Federated Learning and its Classifications,” offers a comprehensive understanding of the varied approaches and techniques employed in different scenarios... Chapter 9 focuses on Federated Learning using TensorFlow, one of the most popular open-source Machine Learning frameworks.

Название: Создание веб-API Python с помощью FastAPI
Автор: Адбулазиз Абдулазиз Адешина
Издательство: Самиздат
Год: 2022
Страниц: 210
Язык: русский
Формат: pdf
Размер: 10.5 MB

Быстрое руководство по созданию высокопроизводительных и надежных веб-API с очень небольшим количеством шаблонного кода. FastAPI — это быстрая и эффективная веб-инфраструктура для создания API с помощью Python. Эта книга представляет собой подробное руководство по созданию приложения с помощью среды FastAPI. Начинается с основ структуры FastAPI и других технологий, используемых в этой книге. Затем вы узнаете о различных аспектах фреймворка: системе маршрутизации, моделировании ответов, обработке ошибок и шаблонах. В этой книге вы узнаете, как создавать быстрые, эффективные и масштабируемые приложения на Python с помощью FastAPI. Вы начнете с приложения Hello World к полноценному API, использующему базу данных, аутентификацию и шаблоны. Вы узнаете, как структурировать свое приложение для повышения эффективности, удобочитаемости и масштабируемости. Благодаря интеграции с другими библиотеками в вашем приложении вы узнаете, как подключить ваше приложение как к базе данных SQL, так и к базе данных NoSQL, интегрировать шаблоны и создать аутентификацию. Ближе к концу этой книги вы узнаете, как писать тесты, контейнеризовать приложение, создавать конвейер непрерывной интеграции и доставки с помощью действий GitHub, а также развертывать приложение в нескольких облачных службах. Все это будет преподаваться с помощью теоретического и практического подхода. К концу этой книги вы будете владеть необходимыми знаниями для создания и развертывания надежного веб-API с использованием инфраструктуры FastAPI. Основная аудитория этой книги — любой разработчик Python, заинтересованный в создании веб-API. Идеальный читатель знаком с основами языка программирования Python.

Название: Data Science: A First Introduction with Python
Автор: Tiffany Timbers, Trevor Campbell, Melissa Lee, Joel Ostblom
Издательство: CRC Press
Серия: Data Science Series
Год: 2025
Страниц: 452
Язык: английский
Формат: pdf (true)
Размер: 55.0 MB

Data Science: A First Introduction with Python focuses on using the Python programming language in Jupyter notebooks to perform data manipulation and cleaning, create effective visualizations, and extract insights from data using classification, regression, clustering, and inference. It emphasizes workflows that are clear, reproducible, and shareable, and includes coverage of the basics of version control. Based on educational research and active learning principles, the book uses a modern approach to Python and includes accompanying autograded Jupyter worksheets for interactive, self-directed learning. The text will leave readers well-prepared for Data Science projects. It is designed for learners from all disciplines with minimal prior knowledge of mathematics and programming. The authors have honed the material through years of experience teaching thousands of undergraduates at the University of British Columbia.

Название: Classic Game Programming on the NES: Make your own retro video game (Final)
Автор: Tony Cruise
Издательство: Manning Publications
Год: 2024
Страниц: 472
Язык: английский
Формат: epub
Размер: 15.4 MB

Build your own retro games for the Nintendo Entertainment System. Do you have an amazing idea for a NES game you’ve been itching to turn into reality? Classic Game Programming on the NES will show you how. This all-practical beginner's guide is full of step-by-step guidance on everything from graphics and music, to enemy AI, to the 6502 Assembler language you need to get the most out of the NES. When you’re developing retro games, it’s dangerous to go alone—so take this essential guide! Classic Game Programming on the NES is an all-in-one handbook to the resources you need to start building for the NES. You’ll learn to understand modern emulators and discover the secrets of programming in ages past. Best of all, you won’t need any specialist experience! Even highly technical elements are broken down into step-by-step instructions, and fully illustrated with easy-to-follow diagrams. Classic Game Programming on the NES distills the scattered secrets of NES development into clear instructions for building your first games for the Nintendo Entertainment System. You’ll learn about the NES’s unique design, the surprisingly simple 6502 Assembly language, and more. As you go, you’ll create a simple space-based shoot-em-up that gives you a pattern you can follow to build anything you can dream up on your own. No game programming experience required.

Название: Federated Learning: Unlocking the Power of Collaborative Intelligence
Автор: M. Irfan Uddin, Wali Khan Mashwani
Издательство: CRC Press
Серия: Chapman & Hall/CRC Artificial Intelligence and Robotics Series
Год: 2025
Страниц: 194
Язык: английский
Формат: pdf (true)
Размер: 15.6 MB

Federated Learning: Unlocking the Power of Collaborative Intelligence is a definitive guide to the transformative potential of Federated Learning. This book delves into Federated Learning principles, techniques, and applications, and offers practical insights and real-world case studies to showcase its capabilities and benefits. The book begins with a survey of the fundamentals of Federated Learning (FI) and its significance in the era of privacy concerns and data decentralization. Through clear explanations and illustrative examples, the book presents various Federated Learning frameworks, architectures, and communication protocols. Privacy-preserving mechanisms are also explored, like differential privacy and secure aggregation, offering the practical knowledge needed to address privacy challenges in Federated Learning systems. This book concludes by highlighting the challenges and emerging trends in Federated Learning, emphasizing the importance of trust, fairness, and accountability, and provides insights into scalability and efficiency considerations. Federated Learning has revolutionized the area of Machine Learning as Federated Learning offers decentralized privacy-preserving techniques for group model training without transferring the raw data. Federated Learning allows the use of multiple devices, and organizations prefer it as a client as it allows the use of local data to train a global model. This is compared to traditional centralized Machine Learning which collects data in one location. This decentralized method preserves the fundamental principle of data protection while enabling the development of innovative applications by tackling the important problem of data security and privacy.

Название: Профессиональная работа с Git
Автор: n/a
Издательство: аст
Год: 2024
Формат: PDF
Страниц: 162
Размер: 96 Mb
Язык: Русский

Каждый раздел данного издания базируется на топовых материалах сайта Stack Overflow, касающихся использования самой современной системы контроля версий Git, и представляет собой описание одной из ее ключевых команд со всеми сопутствующими параметрами. В качестве конкретных примеров рассмотрены практические случаи, с которыми лучшие разработчики программного обеспечения, а «по совместительству» члены сообщества программистов Stack Overflow, сталкивались в процессе длительного использования Git, и именно поэтому за каждым из разделов книги стоит опытный автор, глубоко разбирающийся в анализируемой теме.

Название: jаvascript: A Beginner's Handbook: Learn Fluent jаvascript from Zero Experience with a Hands-On Guided Journey
Автор: Jan Goodworth
Издательство: Independently published
Год: 2024
Страниц: 218
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB

Dive into the world of jаvascript with this essential handbook designed for those starting from scratch. "jаvascript, A Beginner's Handbook" offers a comprehensive, step-by-step guide to mastering one of the most popular programming languages in the world. Whether you have no coding experience or want to add jаvascript to your skill set, this book provides the tools you need to write fluent, functional code. Inside, you'll find a series of hands-on tutorials and projects that will teach you the fundamentals of jаvascript. From variables and data types to functions and DOM manipulation, each chapter builds on the previous one, allowing you to develop your skills logically and progressively. By the end of this book, you'll be able to create interactive websites, work with APIs, and understand the essentials of asynchronous programming. One of jаvascript's biggest strengths is its community. This massive network of frameworks and libraries makes JS development quicker and more vigorous. Libraries like jQuery helped to simplify the code used to accomplish complex tasks. Frameworks like Angular, Vue.js, and React, organize the way developers build complex applications, giving them powerful tools to design reactive and scalable web apps. Whether you aspire to build dynamic websites, develop interactive web applications, or want to expand your skill set, "jаvascript, A Beginner's Handbook" offers all the resources you need to succeed. The structured approach teaches you the how and why, enabling you to think like a programmer and solve problems efficiently.

Название: Java Cookbook: Problems and Solutions for Java Developers, 5th Edition (Early Release)
Автор: Ian F. Darwin
Издательство: O’Reilly Media, Inc.
Год: 2024-07-17
Страниц: 376
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB

As Java continues to evolve, this cookbook continues to grow in tandem with hundreds of hands-on recipes across a broad range of Java topics. Author Ian Darwin gets developers up to speed right away with useful techniques for everything from string handling and functional programming to network communication and AI. Like any of the most-used programming languages, Java has its share of detractors, advocates, issues, quirks,1 and a learning curve. The Java Cookbook aims to help the Java developer get up to speed on some of the most important parts of Java development. I focus on the standard APIs and some third-party APIs, but I don’t hesitate to cover language issues as well. This is the fifth edition of this book, and it has been shaped by many people and by the myriad changes that Java has undergone over its two and a half decades of popularity. Java 21 is the current long-term supported (LTS) version, and Java 22 is the latest current release at the time of preparation of this edition. The current cadence of releases every six months may be great for the Java SE development team at Oracle, and for developers who want access to the latest-and-greatest, and for click-driven, Java-related news sites, but it “may cause some extra work” for Java book authors, since books typically have a longer revision cycle than Java now does! The goal of this revision of the Java Cookbook is to keep the book up to date with all this change. Aslthough I had to remove a significant amount of material, I’ve included numerous new features. Deletions include many of the complete programs at the ends of chapters. Additions are numerous throughout the chapters. In several places, a few recipes have been combined into one in the interest of simplicity and readability (and reducing page count). And of course I’ve updated a lot of other information along the way. I’m going to assume that you know the basics of Java. I won’t tell you how to println a string, nor how to write a class that extends another and/or implements an interface.