Predictive Learning Analytics with Machine Learning Integration

Develop an advanced database schema in Laravel that supports machine learning model training for student performance prediction. Design a flexible data model that can capture multidimensional student interaction data, including learning path interactions, assessment results, and behavioral metrics. Create a mechanism for seamless data extraction that supports both real-time feature generation and batch processing for predictive modeling.