Advanced Learning Performance Predictive Modeling

Create a comprehensive predictive modeling system for forecasting student academic performance using machine learning techniques. Develop a sophisticated feature engineering pipeline that incorporates multiple data sources and complex interaction metrics. Implement ensemble machine learning models with advanced techniques like stacking and blending. Design an intuitive interface for exploring predictive insights and intervention strategies.