Название: Robust Machine Learning Distributed Methods for Safe AI Автор: Rachid Guerraoui, Nirupam Gupta, Rafael Pinot Издательство: Springer Серия: Machine Learning: Foundations, Methodologies, and Applications Год: 2024 Страниц: 180 Язык: английский Формат: pdf, epub Размер: 10.1 MB
Today, Machine Learning algorithms are often distributed across multiple machines to leverage more computing power and more data. However, the use of a distributed framework entails a variety of security threats. In particular, some of the machines may misbehave and jeopardize the learning procedure. This could, for example, result from hardware and software bugs, data poisoning or a malicious player controlling a subset of the machines. This book explains in simple terms what it means for a distributed Machine Learning scheme to be robust to these threats, and how to build provably robust Machine Learning algorithms. Studying the robustness of Machine Learning algorithms is a necessity given the ubiquity of these algorithms in both the private and public sectors. Accordingly, over the past few years, we have witnessed a rapid growth in the number of articles published on the robustness of distributed Machine Learning algorithms. We believe it is time to provide a clear foundation to this emerging and dynamic field. By gathering the existing knowledge and democratizing the concept of robustness, the book provides the basis for a new generation of reliable and safe Machine Learning schemes. In addition to introducing the problem of robustness in modern Machine Learning algorithms, the book will equip readers with essential skills for designing distributed learning algorithms with enhanced robustness. This book is intended for students, researchers, and practitioners interested in AI systems in general, and in Machine Learning schemes in particular. The book requires certain basic prerequisites in linear algebra, calculus, and probability. Some understanding of computer architectures and networking infrastructures would be helpful.
Название: Modern API Design with gRPC: Efficient Solutions to Design Modern APIs with gRPC Using Golang for Scalable Distributed Systems Автор: Hitesh Pattanayak Издательство: Orange Education Pvt Ltd, AVA Год: 2024 Страниц: 331 Язык: английский Формат: pdf, epub (true), mobi Размер: 10.1 MB
Elevate Your Development with Effortless and Efficient API Communication. “Modern API Design with gRPC” is a definitive guide that empowers developers to leverage the full potential of gRPC in constructing efficient and scalable distributed systems. Beginning with an exploration of API evolution and its significance in software development, the book seamlessly transitions into the core concepts of gRPC architecture, protocol buffers, and stubs. Through practical examples and clear instructions, readers embark on a journey to establish their first gRPC server and client, laying a solid groundwork for further exploration. An API, or ‘Application Programming Interface,’ serves as a bridge between software components. I personally perceive the origin of APIs in the pursuit of ‘Code Reusability,’ akin to the motivation behind crafting functions. What sets APIs apart from functions is their inherent ‘Remote-ness,’ where APIs are stationed at network-accessible locations. This book caters to intermediate to advanced software developers and programmers aiming to enhance their expertise in modern API development using gRPC. Prior familiarity with fundamental software development concepts and proficiency in at least one programming language such as C++, Python, Ruby, Objective-C, PHP, C# are recommended to fully comprehend the concepts presented in this guide.
Название: Coding For Beginners - 18th Edition, 2024 Автор: Papercut Limited Издательство: Papercut Limited Год: 2024 Язык: английский Формат: pdf Размер: 46.8 MB
Coding For Beginners - это первый и единственный выбор, если вы новичок и хотите узнать все, что вам нужно для начала работы с кодированием и программированием. Это независимое руководство наполнено полезными рекомендациями и пошаговыми полностью иллюстрированными учебниками, написанными на простом и понятном английском языке. На страницах этого нового руководства вы узнаете все, что вам нужно знать о создании собственных удивительных приложений. С этим неофициальным руководством ни одна проблема не будет неразрешимой, ни один вопрос не останется без ответа, пока вы учитесь, изучаете и совершенствуете свои навыки программирования.
Название: Handbook of Truly Concurrent Process Algebra Автор: Yong Wang Издательство: Morgan Kaufmann/Elsevier Год: 2024 Страниц: 648 Язык: английский Формат: pdf (true) Размер: 15.0 MB
Handbook of Truly Concurrent Process Algebra provides readers with a detailed and in-depth explanation of the algebra used for concurrent computing. This complete handbook is divided into five Parts: Algebraic Theory for Reversible Computing, Probabilistic Process Algebra for True Concurrency, Actors – A Process Algebra-Based Approach, Secure Process Algebra, and Verification of Patterns. The author demonstrates actor models which are captured using the following characteristics: Concurrency, Asynchrony, Uniqueness, Concentration, Communication Dependency, Abstraction, and Persistence. Every pattern is detailed according to a regular format to be understood and utilized easily, which includes introduction to a pattern and its verifications. Patterns of the vertical domains are also provided, including the domains of networked objects and resource management. To help readers develop and implement the software patterns scientifically, the pattern languages are also presented. Reversible computing is an interesting topic in Computer Science. Reversible computing has been used in many area, such as quantum computing, transactions in databases, and business transactions. In these application areas, there are two aspects of reversible computing: one is that there is a corresponding reverse atomic action for each atomic action, so it is reversible at the level of atomic action; the other is in program logic, for the forward logic is important and the reverse logic is important too. The relation between the forward logic and reverse logic is the main content of reversible computing.
Название: Synthetic Data and Generative AI Автор: Vincent Granville Издательство: Morgan Kaufmann/Elsevier Год: 2024 Страниц: 410 Язык: английский Формат: pdf (true), epub Размер: 19.1 MB, 43.9 MB
Synthetic Data and Generative AI covers the foundations of Machine Learning, with modern approaches to solving complex problems and the systematic generation and use of synthetic data. Emphasis is on scalability, automation, testing, optimizing, and interpretability (explainable AI). For instance, regression techniques – including logistic and Lasso – are presented as a single method, without using advanced linear algebra. Confidence regions and prediction intervals are built using parametric bootstrap, without statistical models or probability distributions. Models (including generative models and mixtures) are mostly used to create rich synthetic data to test and benchmark various methods. I provide Python code and synthetic data generators for replication purposes.
Название: Python Asynchronous Programming for Beginners: Write Faster, More Responsive Python Applications! The Beginner's Guide to Async/Await! From Fundamentals to Real-world Applications Автор: Katie Millie Издательство: Independently published Серия: Python Trailblazer’s Bible Год: 2024 Страниц: 154 Язык: английский Формат: pdf Размер: 27.0 MB
Python Asyncio for Beginners: Conquer Responsiveness and Build Blazing-Fast Apps. Imagine a world where your Python applications respond instantly, handling multiple tasks with ease. No more sluggish interfaces or frustrated users. Python Asynchronous Programming for Beginners is your launchpad to this future. This book isn't a dusty textbook. It's your interactive coding buddy, designed specifically for beginners. Whether you're a complete novice or have some Python experience, we'll guide you from the ground up. You'll learn to master asynchronous programming, the secret weapon for building modern, lightning-fast Python applications. Solid Python Foundations: We'll ensure you have a strong grasp of Python basics like variables, data types, control flow, and functions before diving into asynchronous concepts. Demystifying Asynchronous Programming: Uncover the core principles of this powerful technique, including concurrency, non-blocking I/O, and event loops. Mastering asyncio: The asyncio library is your asynchronous programming toolkit. We'll guide you through its functionalities, from tasks and coroutines to managing asynchronous operations with ease. Conquering Async/Await Syntax: Learn how to write asynchronous code using the powerful async/await keywords. Chaining asynchronous calls and handling results will become second nature. Building Asynchronous Applications: The fun part! We'll guide you through building real-world applications, like making lightning-fast web requests or creating dynamic user experiences.
Название: Introduction to Artificial Intelligence (AI) Автор: Ahmed Banafa Издательство: River Publishers Год: 2024 Язык: английский Формат: pdf (true) Размер: 10.1 MB
Introduction to Artificial Intelligence (AI) provides a comprehensive overview of the latest trends in Artificial Intelligence. The book covers the state of the art in AI research, including Machine Learning, natural language processing (NLP), computer vision, and robotics. The book offers a forward-looking perspective on the future of AI, exploring the emerging trends and applications that are likely to shape the next decade of AI innovation. It also provides practical guidance for businesses and individuals on how to leverage the power of AI to create new products, services, and opportunities. Artificial Intelligence (AI) is a term that refers to the capability of machines or computer programs to perform tasks that typically require human intelligence, such as learning, problem-solving, and decision-making. The field of AI has been around for several decades, but recent advances in technology have led to a rapid increase in its capabilities and applications. In this chapter, we will explore what AI is, how it works, and its current and potential future applications.
Название: Mindful Design: A Survival Guide for Responsible Product Designers, 2nd Edition Автор: Scott Riley Издательство: Apress Год: 2024 Страниц: 355 Язык: английский Формат: pdf (true), epub Размер: 62.2 MB
Learn to create seamless designs backed by a responsible understanding of the human mind. This new edition is fully updated and reworked to employ a realistic, challenging, and practical approach to interface design, presenting state of the art scientific studies in behavioral sciences, interface design and the psychology of design. All with modern, up-to-date examples and screenshots. The practical portion of this edition has been completely reworked, giving you the chance to follow along with a real, proven design process that has produced several successful products imbued with the principles of mindful, responsible design. You'll examine how human behavior can be used to integrate your product design into lifestyle, rather than interrupt it, and make decisions for the good of those that are using your product. You will also learn about the neurological aspects and limitations of human vision and perception; about our attachment to harmony and dissonance; and about our brain’s propensity towards pattern recognition and how we perceive the world around us. In the second half of the book, you’ll follow along with the key phases of a design project, implementing what you have learned in an end-to-end, practical setting. The primary audience for this book is professional designers who wish to learn more about the human mind and how to apply that to their work.
Название: Introduction to One Digital Identity: Strategies, Innovations, and Future Trends Автор: Shivakumar R. Goniwada Издательство: Apress Год: 2024 Страниц: 253 Язык: английский Формат: pdf, epub Размер: 10.1 MB
Explore the dynamics of digital identity, a crucial component in today’s modern technology-driven era. This engaging book offers a deep understanding of how digital identity is evolving rapidly, why it’s so significant, and offers organizations, regulatory bodies, and academicians the strategies needed to adopt secure decentralized digital identity features effectively. It’s a must-read for those aiming to grasp the intricacies of digital identity and leverage it for future innovation and security. The book begins by redefining digital identity, examining its evolution and the profound impact it has on both individuals and organizations. It then delves into the development of digital identity strategies, laying the foundation for future digital transformations. Covering a wide range of topics, the book discusses the innovation, challenges, and technological exploration in digital identity. A special focus is given to biometric technologies and the implementation of decentralized digital identities, addressing critical areas such as identity governance, blockchain, AI and advanced biometrics. The book also investigates the implications of digital identity across various industries, including cross border travel, healthcare, social media, finance, metaverse, IoT etc. finally the book provides not only emerging trends but offers a glimpse into the future digital identity. For software professionals, security practitioners, architects, senior managers, executives, and students who are interested in digital identity.
Название: MEAN Stack Web Development: Scalable, Structured, & Extensive Approach (jаvascript Frameworks) Автор: Theophilus Edet Издательство: CompreQuest Books Год: 2024 Страниц: 287 Язык: английский Формат: pdf Размер: 26.0 MB
Mastering MEAN: Your Ultimate Guide to Revolutionary Web Development Techniques. Are you looking to revolutionize your web development skills? Dive into the world of MEAN stack development with our book, "MEAN Stack Web Development: Scalable, Structured, & Extensive Approach." Whether you're a seasoned developer or just starting out, this title promises to captivate your attention with its comprehensive approach to building modern web applications. Discover the power of the MEAN stack – MongoDB, Express.js, Angular, and Node.js – and unlock endless possibilities for your web projects. With a focus on scalability, structure, and extensive coverage of key concepts, this book is designed to pique your interest and elevate your development skills to new heights. Imagine having the ability to create dynamic and feature-rich web applications that scale effortlessly to meet the demands of your users. With our book, you can turn that desire into reality. Gain the knowledge and expertise needed to architect robust applications that deliver unparalleled performance and user experience.
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