An intelligent recommendation engine designed for inclusive learning platforms. The system combines collaborative filtering and content-based methods to deliver personalized course suggestions. Key features include: RESTful API built with FastAPI, real-time recommendation generation with minimum 10 courses per user, weekly automatic updates, dismissible recommendations with feedback tracking, user preference management, and detailed recommendation explanations showing why each course was suggested. The API supports multiple endpoints for getting recommendations, updating preferences, viewing statistics, and refreshing suggestions. Designed for scalability and easy integration with existing learning management systems.