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Mukesh Kumar Patel is an Assistant Professor in the Department of Education at Pratibha College of Education, Saraipali, Mahasamund, Chhattisgarh, India. He is involved in teaching and academic activities in the field of education. His contribution focuses on technology-enabled teaching, personalized learning, and the application of multimodal AI in education.
The use of multimodal artificial intelligence (AI) into intelligent education is revolutionising traditional pedagogical methods through the facilitation of adaptive teaching, insightful evaluation, and customised learning experiences. Conventional educational technologies frequently depend on restricted data sources, such test scores, attendance logs, or interactions within learning management systems, which may insufficiently reflect the varied learning requirements, cognitive involvement, and behavioural tendencies of individual learners. This section explores the principles, frameworks, and approaches of multimodal AI for intelligent education and individualised learning. It examines natural language processing, computer vision, speech recognition, learning analytics, transformer architectures, multimodal integration, knowledge tracing, and adaptive recommendation systems. The section further examines issues with data privacy, algorithmic prejudice, accessibility, interpretability, computational demands, and the ethical utilisation of student data. The chapter culminates by suggesting a learner-centric multimodal AI framework that integrates academic achievement, learning behaviours, interaction tendencies, and educational inclinations to foster inclusive, adaptable, and efficient learning, while maintaining instructor supervision and student independence.