Explainable education recent trends (15 Ergebnisse)
Explainable Ai for Education: Recent Trends and Challenges
Singh, Tanu (EDT); Dutta, Soumi (EDT); Vyas, Sonali (EDT); Rocha, Álvaro (EDT)
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Explainable Ai for Education: Recent Trends and Challenges
Singh, Tanu (EDT); Dutta, Soumi (EDT); Vyas, Sonali (EDT); Rocha, Álvaro (EDT)
- Hardcover
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Buch. 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 sys…tems 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.
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Explainable Ai for Education: Recent Trends and Challenges
Singh, Tanu (Editor)/ Dutta, Soumi (Editor)/ Vyas, Sonali (Editor)/ Rocha, Álvaro (Editor)
- Hardcover
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Hardcover. Zustand: new. Hardcover. 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 contex…ts.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. This item is printed on demand. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.
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Buch. 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 interpreta…bility 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. 320 pp. Englisch.
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Hardcover. Zustand: new. Hardcover. 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 contex…ts.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. This item is printed on demand. Shipping may be from multiple locations in the US or from the UK, depending on stock availability.
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Hardcover. Zustand: new. Hardcover. 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 contex…ts.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. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.
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Buch. 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 interpretabili…ty 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 KG, Sachsenplatz 4-6, 1201 Wien 320 pp. Englisch.
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