BOOKS - Artificial Intelligence Using Federated Learning Fundamentals, Challenges, an...
Artificial Intelligence Using Federated Learning Fundamentals, Challenges, and Applications - Ahmed A Elngar, Diego Oliva, Valentina E. Balas 2025 PDF | EPUB CRC Press BOOKS
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Artificial Intelligence Using Federated Learning Fundamentals, Challenges, and Applications
Author: Ahmed A Elngar, Diego Oliva, Valentina E. Balas
Year: 2025
Format: PDF | EPUB
File size: 24.5 MB
Language: ENG



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Book Description: Artificial Intelligence Using Federated Learning Fundamentals Challenges and Applications is a comprehensive guide that explores the principles and applications of federated learning in artificial intelligence. The book provides a detailed overview of the challenges and opportunities in developing and implementing AI systems using federated learning, highlighting the potential benefits and limitations of this approach. It covers various aspects of federated learning, including data privacy and security, communication protocols, and distributed computing, and discusses their implications for real-world applications. The book also delves into the future of AI research and its potential impact on society, emphasizing the need for responsible use and ethical considerations. Long Description of the Plot: In the not-too-distant future, humanity finds itself at a crossroads. Technological advancements have led to unprecedented growth and prosperity, but they have also created new challenges and threats. As the world grapples with the consequences of rapid change, a small group of visionaries recognizes the need for a paradigm shift in how we perceive and develop modern knowledge. They believe that the key to survival lies in harnessing the power of artificial intelligence (AI) while preserving individual freedom and autonomy. This conviction leads them to explore Federated Learning Fundamentals Challenges and Applications, an innovative approach to AI development that prioritizes decentralization, collaboration, and adaptability. The story follows the journey of these pioneers as they navigate the complex landscape of AI research and implementation. They encounter various obstacles, such as data privacy concerns, communication protocols, and distributed computing, but their determination and resourcefulness ultimately lead to breakthroughs.
Artificial Intelligence Using Federated arning Fundamentals Challenges and Applications - это всеобъемлющее руководство, в котором рассматриваются принципы и приложения федеративного обучения в области искусственного интеллекта. Книга содержит подробный обзор проблем и возможностей в разработке и внедрении систем ИИ с использованием федеративного обучения, подчеркивая потенциальные преимущества и ограничения этого подхода. Он охватывает различные аспекты федеративного обучения, включая конфиденциальность и безопасность данных, протоколы связи и распределенные вычисления, и обсуждает их последствия для реальных приложений. Книга также углубляется в будущее исследований ИИ и его потенциальное влияние на общество, подчеркивая необходимость ответственного использования и этические соображения. Длинное описание сюжета: в недалеком будущем человечество оказывается на распутье. Технологические достижения привели к беспрецедентному росту и процветанию, но они также создали новые вызовы и угрозы. Пока мир борется с последствиями быстрых перемен, небольшая группа провидцев признает необходимость смены парадигмы в том, как мы воспринимаем и развиваем современные знания. Они считают, что ключ к выживанию заключается в использовании силы искусственного интеллекта (ИИ) при сохранении индивидуальной свободы и автономии. Это убеждение заставляет их изучить Federated arning Fundamentals Challenges and Applications, инновационный подход к разработке ИИ, который отдает приоритет децентрализации, сотрудничеству и адаптивности. История рассказывает о путешествии этих пионеров, когда они ориентируются в сложном ландшафте исследований и внедрения ИИ. Они сталкиваются с различными препятствиями, такими как проблемы конфиденциальности данных, коммуникационные протоколы и распределенные вычисления, но их решительность и находчивость в конечном итоге приводят к прорывам.
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