Explainable AI for Education: Recent Trends and Challenges

Explainable AI for Education: Recent Trends and Challenges

Tanu Singh , Soumi Dutta , Sonali Vyas
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Nov 28, 2024 · الإنجليزية · غلاف صلب (320 صفحات)
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تنسيق غلاف صلب
صفحات 320
لغة الإنجليزية
منشور Nov 28, 2024
الناشر Springer
رقم ISBN-10 3031724097
رقم ISBN-13 9783031724091

الوصف

This work delves into the innovative intersection of artificial intelligence and education, presenting a comprehensive exploration of how explainable AI is revolutionizing learning environments. The authors tackle recent advancements in this field, highlighting the significance of transparency and interpretability in AI systems, particularly as they pertain to educational applications. With the rapid integration of technology into teaching methodologies, the need for clarity in AI-driven decision-making processes becomes increasingly apparent.

The text also addresses the various challenges educators face while implementing these advanced technologies. It navigates through the obstacles of understanding and trusting AI systems, which can often seem like enigmatic black boxes. By identifying these hurdles, the authors emphasize the importance of fostering an educational culture that embraces explainable AI, ensuring that teachers and students alike can make informed decisions based on AI insights.

Through a blend of theoretical frameworks and practical case studies, the authors provide valuable perspectives on the current trends shaping the realm of AI in education. The insights offered are aimed at educators, policymakers, and technologists, advocating for a collaborative approach to harnessing AI's potential while ensuring ethical standards and accountability in its deployment.
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