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 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. | |
Разместил: Ingvar16 18-07-2024, 20:31 | Комментарии: 0 | Подробнее
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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.
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Разместил: Chipa 18-07-2024, 11:43 | Комментарии: 0 | Подробнее
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 Название: javascript: A Beginner's Handbook: Learn Fluent javascript 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 javascript with this essential handbook designed for those starting from scratch. "javascript, 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 javascript 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 javascript. 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 javascript'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, "javascript, 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. | |
Разместил: Ingvar16 18-07-2024, 11:06 | Комментарии: 0 | Подробнее
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 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. | |
Разместил: Ingvar16 18-07-2024, 10:06 | Комментарии: 0 | Подробнее
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 Название: Sustainable Materials: The Role of Artificial Intelligence and Machine Learning
Автор: Akshansh Mishra, Vijaykumar S Jatti, Shivangi Paliwal
Издательство: CRC Press
Год: 2025
Страниц: 215
Язык: английский
Формат: pdf (true)
Размер: 16.5 MB
The self-learning ability of Machine Learning algorithms makes the investigations more accurate and accommodates all the complex requirements. Development in neural codes can accommodate the data in all the forms such as numerical values as well as images. The techniques also review the sustainability, life-span, the energy consumption in production polymer, etc. This book addresses the design, characterization, and development of prediction analysis of sustainable polymer composites using Machine Learning algorithms. Machine Learning, a substantial component of Artificial Intelligence (AI), is making rapid advancements and is an exciting pathway for AI’s contributions to the study of material science. Over the past decade, Machine Learning has experienced significant growth and is now making its way into scientific disciplines, including material science. Machine Learning aids in characterizing materials, predicting properties at the molecular level, expediting simulations, discovering new materials, and constructing models for designing novel materials. | |
Разместил: Ingvar16 18-07-2024, 01:40 | Комментарии: 0 | Подробнее
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 Название: Math Hacks for Scratch: Unlock the Power of Math with Scratch Programming
Автор: Michael Mays
Издательство: No Starch Press
Год: 2025
Страниц: 352
Язык: английский
Формат: epub
Размер: 62.0 MB
Push Scratch programming to the limits as you explore primes, Fibonacci numbers, Pascal’s triangle, and other mathematical curiosities through hands-on coding projects. If you’re a student looking for project ideas to practice your math and coding skills, or a Scratch enthusiast just looking for something different, this is the book for you! Discover the exciting intersection of mathematics and programming with Math Hacks for Scratch®. This book is perfect for kids, educators, and programming enthusiasts eager to learn or teach math through fun, hands-on projects using Scratch, the popular visual programming language. You’ll see how a little bit of planning, combined with the right mathematical or coding tricks, can make complex calculations doable. These are the “hacks” mentioned in the title. You’ll write programs to speed up factoring big numbers, sort out a pizza party with Pascal’s triangle, explore Fibonacci’s famous sequence for counting rabbits, use cryptography to create unbreakable secret codes, and so much more. This book uses Scratch to invite exploration with math. It presents concepts such as number representations, divisibility, prime numbers, and cryptography that are useful and relevant in daily life and that are fun to code. It’s about how to ask interesting mathematical questions and how to program a computer to answer them. Whether you’re a beginning coder wanting to enhance your Scratch skills, a teacher looking to inspire students, or a parent supporting your child’s education, Math Hacks for Scratch provides the tools to turn coding projects into math adventures. | |
Разместил: Ingvar16 17-07-2024, 23:48 | Комментарии: 0 | Подробнее
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 Название: What We Learned from a Year of Building with LLMs: Developing Real-World Products with LLMs
Автор: Eugene Yan, Bryan Bischof, Charles Frye, Hamel Husain, Jason Liu
Издательство: O’Reilly Media, Inc.
Год: 2024-07-12
Страниц: 90
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB
Ready to build real-world applications with large language models? With the pace of improvements over the past year, LLMs have become good enough for use in real-world applications. LLMs are also broadly accessible, allowing practitioners besides ML engineers and scientists to build intelligence into their products. In this report, six experts in Artificial Intelligence (AI) and Machine Learning present crucial, yet often neglected, ML lessons and methodologies essential for developing products based on LLMs. Awareness of these concepts can give you a competitive advantage against most others in the field. Our goal is to make this a practical guide to building successful products around LLMs, drawing from our own experiences and pointing to examples from around the industry. We’ve spent the past year getting our hands dirty and gaining valuable lessons, often the hard way. While we don’t claim to speak for the entire industry, here we share some advice and lessons for anyone building products with LLMs. This work is organized into three topic areas: tactical, operational, and strategic. The first chapter dives into the tactical nuts and bolts of working with LLMs. We share best practices and common pitfalls around prompting, setting up retrieval-augmented generation, applying flow engineering, and evaluation and monitoring. Whether you’re a practitioner building with LLMs or a hacker working on weekend projects, this first chapter was written for you. | |
Разместил: Ingvar16 17-07-2024, 17:06 | Комментарии: 0 | Подробнее
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 Название: Learning Systems Thinking: Essential Nonlinear Skills and Practices for Software Professionals
Автор: Diana Montalion
Издательство: O’Reilly Media, Inc.
Год: 2024
Страниц: 307
Язык: английский
Формат: epub
Размер: 10.1 MB
A decade ago, developers built information-sharing software by writing a lot of custom code in a single code base, then adding layers of caching. Now we build information systems: interdependent software and services, data platforms, and event streams. Many of our software-to-systems initiatives fail, though, and when they do, we double down on traditional linear approaches. But linear thinking cannot resolve systems challenges. We need to shift to systems thinking. This book shows software developers and architects how systems thinking can guide you through the emerging complexity of modern systems. Author Diana Montalion presents a vision of technology architecture that transforms how we learn, communicate, and collaborate with others. Through practical examples and scenarios, you'll learn how to develop critical self-reflection and decision-making skills amid complexity and uncertainty—and lead impactful cultural change within your organization. Systems thinking is a practice that improves your effectiveness and enables you to lead impactful change. Through a series of practices and real-world scenarios, you'll learn to shift your perspective in order to design, develop, and deliver better outcomes. | |
Разместил: Ingvar16 17-07-2024, 16:32 | Комментарии: 0 | Подробнее
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 Название: Developing Apps with GPT-4 and ChatGPT: Build Intelligent Chatbots, Content Generators, and More (2nd Edition)
Автор: Olivier Caelen, Marie-Alice Blete
Издательство: O’Reilly Media, Inc.
Год: 2024
Страниц: 467
Язык: английский
Формат: epub
Размер: 12.2 MB
This book provides an ideal guide for Python developers who want to learn how to build applications with large language models. Authors Olivier Caelen and Marie-Alice Blete cover the main features and benefits of GPT-4 and GPT-3.5 models and explain how they work. You'll also get a step-by-step guide for developing applications using the OpenAI Python library, including text generation, Q&A, and smart assistants. Written in clear and concise language, Developing Apps with GPT-4 and ChatGPT includes easy-to-follow examples to help you understand and apply the concepts to your projects. Python code examples are available in a GitHub repository, and the book includes a glossary of key terms. Ready to harness the power of large language models in your applications? This book is a must. | |
Разместил: Ingvar16 17-07-2024, 15:56 | Комментарии: 0 | Подробнее
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 Название: Upskilling AI Professionals: Defining Skills and Identifying Pitfalls
Автор: Thomas Nield
Издательство: O’Reilly Media, Inc.
Год: 2024-07-10
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB
The world of Artificial Intelligence (AI) is in constant flux. Amid this barrage of rapidly evolving information, today's professionals often find it challenging to identify crucial skills and prioritize their learning. To thrive, you need clear, actionable guidance that cuts through the clutter, enabling you to effectively upskill in the AI landscape. In this indispensable report, author Thomas Nield offers vital tools for any AI professional looking to make informed decisions about their skill development. It delivers strategic insights into selecting impactful projects and skills, ensuring that your learning translates into real-world solutions. There are many types of AI products and services for sale, and they all require different skills and serve different talent roles. Discerning these differences allows us to avoid many pitfalls and fallacies in developing talent. After all, an “AI expert” can be anyone from a deep learning researcher to a prompt engineer—or even an operations research specialist who never touches a neural network. This report is written for business and technology professionals looking to upskill for the artificial intelligence boom, as well as executives seeking to upskill their teams. From reading this report, you will learn how to frame skill objectives toward specific outcomes and how upskilling is best started with a problem definition. We will also talk about different areas that translate to different skills needs and what specialties you might want to lean into. | |
Разместил: Ingvar16 17-07-2024, 08:53 | Комментарии: 0 | Подробнее
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