Explainable AI for Education: Recent Trends and Challenges

Language: English

Published by Springer, Berlin, Springer, 2025

3031724127 / 9783031724121

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -'Explainable AI for Education: Recent Trends and Challenges' is a comprehensive exploration of the intersection between artificial intelligence (AI) and education. In this book, we delve into the critical need for transparency and interpretability in AI systems deployed within educational contexts.Key ThemesUnderstanding AI in Education:We provide a concise overview of AI techniques commonly used in educational settings, including recommendation systems, personalized learning, and assessment tools.Readers will gain insights into the potential benefits and risks associated with AI adoption in education.The Black-Box Problem:AI models often operate as 'black boxes,' making it challenging to understand their decision-making processes.We discuss the implications of this opacity and emphasize the importance of explainability.Explainable AI (XAI) Techniques:From rule-based approaches to neural network interpretability, we explore various methods for making AI models more transparent.Examples and case studies illustrate how XAI can enhance educational outcomes.Ethical Considerations:As AI becomes more integrated into education, ethical dilemmas arise.We address issues related to bias, fairness, and accountability, emphasizing responsible AI practices.Future Directions:Our book looks ahead, considering the evolving landscape of AI and its impact on education.We propose research directions and practical steps to promote XAI adoption in educational institutions. 308 pp. Englisch.

Seller Inventory # 9783031724121

Title
Explainable AI for Education: Recent Trends and Challenges
Author
Tanu Singh
Publisher
Springer, Berlin, Springer
Publication year
2025
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3031724127
ISBN 13
9783031724121
Dimensions
235x155x35 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

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AbeBooks seller since January 11, 2012

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BuchWeltWeit Ludwig Meier e.K.

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