Generative AI for Personalized Learning: Foundations, Trends, and Future Challenges
暫譯: 生成式人工智慧在個性化學習中的應用：基礎、趨勢與未來挑戰

Dhanaraj, Rajesh Kumar, Krishnasamy, Balasamy, Rajendran, Umapriya

Generative AI for Personalized Learning: Foundations, Trends, and Future Challenges
  • 出版商: CRC
  • 出版日期: 2025-11-25
  • 售價: $5,530
  • 貴賓價: 9.5 折 $5,254
  • 語言: 英文
  • 頁數: 338
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032883596
  • ISBN-13: 9781032883595
  • 相關分類: GAN 生成對抗網絡

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商品描述

The rapid evolution of Generative AI (GenAI) is reshaping education, making personalized learning more adaptive, accessible, and effective than ever before. This book explores the profound ways in which GenAI-driven tools--such as GPT-4, Transformers, and GANs--are transforming traditional teaching and learning paradigms. From real-time curriculum adaptation to AI-powered tutors, GenAI is not just enhancing education--it is redefining it.

Through in-depth analysis and real-world case studies from Finland, Singapore, Japan, and the United States, this book examines how AI-driven learning environments foster student engagement and improve outcomes. It highlights the shift from one-size-fits-all education to truly individualized learning paths, where AI dynamically adjusts content, pacing, and feedback to each learner's needs. Teachers, rather than being replaced, are empowered with intelligent tools that enhance their instructional strategies.

The rise of AI in education also brings critical challenges. This book does not shy away from discussing ethical concerns, data privacy issues, and the risks of bias in AI-driven education. It provides a balanced perspective, offering strategies to ensure that GenAI serves all students equitably, promoting fairness and inclusivity in the classroom. Whether you are an educator, researcher, policymaker, or technology leader, Generative AI in Personalized Learning offers valuable insights into the future of education. It presents a forward-thinking vision--one where AI and human expertise work in harmony to create a more responsive, scalable, and learner-centric educational experience.

The future of learning is not coming--it is already here. This book is your essential guide to understanding and navigating this transformation.

商品描述(中文翻譯)

生成式人工智慧（Generative AI, 簡稱 GenAI）的快速演變正在重塑教育，使個性化學習比以往任何時候都更加適應性強、可及性高且有效。本書探討了 GenAI 驅動的工具（如 GPT-4、Transformers 和 GANs）如何深刻改變傳統的教學和學習範式。從即時課程調整到 AI 驅動的輔導員，GenAI 不僅在增強教育，還在重新定義教育。

通過對芬蘭、新加坡、日本和美國的深入分析和實際案例研究，本書檢視了 AI 驅動的學習環境如何促進學生參與並改善學習成果。它強調了從一刀切的教育轉向真正個性化的學習路徑，AI 根據每位學習者的需求動態調整內容、進度和反饋。教師並非被取代，而是獲得了增強其教學策略的智能工具。

AI 在教育中的興起也帶來了重要挑戰。本書不迴避討論倫理問題、數據隱私問題以及 AI 驅動教育中的偏見風險。它提供了一個平衡的視角，提出確保 GenAI 公平服務所有學生的策略，促進課堂中的公平性和包容性。無論您是教育工作者、研究人員、政策制定者還是技術領導者，《個性化學習中的生成式人工智慧》都提供了對未來教育的寶貴見解。它呈現了一個前瞻性的願景——在這個願景中，AI 和人類專業知識和諧共存，創造出更具響應性、可擴展性和以學習者為中心的教育體驗。

學習的未來並不是即將到來——它已經在這裡。本書是您理解和導航這一轉變的必備指南。

作者簡介

Rajesh Kumar Dhanaraj is a distinguished Professor at Symbiosis International (Deemed University) in Pune, India. His exceptional academic and research contributions have placed him among the top 2% of scientists globally, an honor recognized by Elsevier and Stanford University.

Balasamy Krishnasamy is working as an Assistant Professor in the Department of Artificial intelligence and Data Science at Bannari Amman Institute of Technology, Sathyamangalam, India.

Umapriya Rajendran is an Assistant Professor in the Department of Chemical Engineering at KPR Institute of Engineering and Technology, Coimbatore, India.

Suganyadevi Sellappan is an Assistant Professor in the department of ECE at KPR Institute of Engineering and Technology, Tamilnadu, India.

Rohan Jaikumar, Director, Metasage Alliance, is an alumnus of IIM Kozhikode and a recognized expert in large-scale training, strategic transformation, and educational reform. He has over 16 years of experience leading high-impact initiatives across education, research, and social-impact sectors, designing capacity-building programs and driving institutional change.

作者簡介(中文翻譯)

Rajesh Kumar Dhanaraj 是印度浦那的 Symbiosis International (Deemed University) 的傑出教授。他在學術和研究方面的卓越貢獻使他位列全球前 2% 的科學家，這一榮譽得到了 Elsevier 和史丹佛大學的認可。

Balasamy Krishnasamy 目前在印度 Sathyamangalam 的 Bannari Amman Institute of Technology 擔任人工智慧與數據科學系的助理教授。

Umapriya Rajendran 是印度 Coimbatore 的 KPR Institute of Engineering and Technology 化學工程系的助理教授。

Suganyadevi Sellappan 是印度泰米爾納德邦 KPR Institute of Engineering and Technology 電子與通信工程系的助理教授。

Rohan Jaikumar 是 Metasage Alliance 的董事，曾就讀於 IIM Kozhikode，並且是大型培訓、戰略轉型和教育改革的公認專家。他在教育、研究和社會影響領域擁有超過 16 年的經驗，領導高影響力的倡議，設計能力建設計劃並推動機構變革。

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