The integration of real-time communication tools in e-learning environments has significantly enhanced learner engagement and instructor responsiveness. This research explores the development and impact of an interactive learning interface integrated with a live chat feature. The proposed system bridges the communication gap between educators and learners, offering immediate support, collaborative discussion, and increased participation. The paper outlines system architecture, implementation strategies, benefits, challenges, and potential for future enhancements using AI-driven chatbots and analytics Index Terms—Machine Learning, Deep Learning, Diabetes Detection, Hybrid Model, Object-Oriented Design, CNN, SVM.
Volume 17 | Issue 4
Pages: 5-11