Generative AI for Personalized Learning
eBook - ePub

Generative AI for Personalized Learning

Foundations, Trends, and Future Challenges

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Generative AI for Personalized Learning

Foundations, Trends, and Future Challenges

About this book

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 toolsā€”such as GPT-4, transformers, and GANsā€”are transforming traditional teaching and learning paradigms. From real-time curriculum adaptation to AI-powered tutors, GenAI is not just enhancing educationā€”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 for Personalized Learning offers valuable insights into the future of education. It presents a forward-thinking visionā€”ne 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 comingā€”t is already here. This book is your essential guide to understanding and navigating this transformation.

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Yes, you can access Generative AI for Personalized Learning by Rajesh Kumar Dhanaraj,Balasamy Krishnasamy,Umapriya Rajendran,Suganyadevi Sellappan,Rohan Jaikumar in PDF and/or ePUB format, as well as other popular books in Computer Science & Business Intelligence. We have over one million books available in our catalogue for you to explore.

Table of contents

  1. Cover
  2. Half Title
  3. Title
  4. Copyright
  5. Contents
  6. Preface
  7. About the Authors
  8. 1 Introduction to Generative Artificial Intelligence (GenAI)
  9. 2 Foundations of GenAI
  10. 3 State of the Art GenAI Models
  11. 4 Personalized Learning: Understanding Variability, Environments, and Challenges
  12. 5 Generative Models for Personalized Learning
  13. 6 The Transformative Impact of GenAI in Education
  14. 7 Analysis of the Current Status of Educational Applications
  15. 8 Applications of Generative AI in Education
  16. 9 GenAI in Education Key Market Segments Based on Technology
  17. 10 Regulatory Framework and Ethical Considerations
  18. 11 Future Trends and Directions in GenAI for Education
  19. 12 Challenges and Solutions in Implementing GenAI in Education
  20. 13 Case Studies and Success Stories in GenAI for Personalized Learning
  21. 14 Case Studies: Integrating Risks and Ethical Challenges in GenAI for Education
  22. 15 The Future of GenAI in Personalized Learning
  23. References
  24. Index