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Explainable AI for Education: Recent Trends and Challenges (Information Systems Engineering and Management) - Softcover
Inhaltsangabe
“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 Themes
Understanding 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.
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Explainable AI for Education: Recent Trends and Challenges
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Explainable AI for Education: Recent Trends and Challenges
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Taschenbuch. Zustand: Neu. 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. Bestandsnummer des Verkäufers 9783031724121
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Taschenbuch. Zustand: Neu. Explainable AI for Education: Recent Trends and Challenges | Tanu Singh (u. a.) | Taschenbuch | Information Systems Engineering and Management | xii | Englisch | 2025 | Springer | EAN 9783031724121 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu. Bestandsnummer des Verkäufers 136133045
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Explainable AI for Education: Recent Trends and Challenges
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Taschenbuch. Zustand: Neu. This item is printed on demand - Print on Demand Titel. 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.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 320 pp. Englisch. Bestandsnummer des Verkäufers 9783031724121
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Explainable AI for Education: Recent Trends and Challenges
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Taschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - '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. Bestandsnummer des Verkäufers 9783031724121
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