{"product_id":"explainable-ai-for-education-recent-trends-and-challenges-von-undefined","title":"Explainable AI for Education: Recent Trends and Challenges","description":"\n                                \n                \u003cp\u003e“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.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003cstrong\u003eKey Themes\u003c\/strong\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003cstrong\u003eUnderstanding AI in Education:\u003c\/strong\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \n                \u003cp\u003eWe provide a concise overview of AI techniques commonly used in educational settings, including recommendation systems, personalized learning, and assessment tools.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eReaders will gain insights into the potential benefits and risks associated with AI adoption in education.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003cstrong\u003eThe Black-Box Problem:\u003c\/strong\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \n                \u003cp\u003eAI models often operate as “black boxes,” making it challenging to understand their decision-making processes.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eWe discuss the implications of this opacity and emphasize the importance of explainability.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003cstrong\u003eExplainable AI (XAI) Techniques:\u003c\/strong\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \n                \u003cp\u003eFrom rule-based approaches to neural network interpretability, we explore various methods for making AI models more transparent.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eExamples and case studies illustrate how XAI can enhance educational outcomes.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003cstrong\u003eEthical Considerations:\u003c\/strong\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \n                \u003cp\u003eAs AI becomes more integrated into education, ethical dilemmas arise.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eWe address issues related to bias, fairness, and accountability, emphasizing responsible AI practices.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eFuture Directions:\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eOur book looks ahead, considering the evolving landscape of AI and its impact on education.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eWe propose research directions and practical steps to promote XAI adoption in educational institutions.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783031724091\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9783031724091","offer_id":53759308726597,"sku":"9783031724091","price":213.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/f24b49ac-25b9-44ae-ad6c-15ab0aea544e.jpg?v=1776832476","url":"https:\/\/shop.autorenwelt.de\/products\/explainable-ai-for-education-recent-trends-and-challenges-von-undefined","provider":"Autorenwelt Shop","version":"1.0","type":"link"}