Personalized Learning Intervention Prediction System

Build a sophisticated Python system that predicts and recommends targeted learning interventions using advanced machine learning techniques. Develop a probabilistic model that identifies at-risk learners, analyzes multiple performance indicators, and generates personalized support strategies. Implement ensemble learning techniques, create a comprehensive intervention recommendation engine, and develop real-time alerting mechanisms.