Personalized Learning Intervention Prediction Model

Design a predictive Python model that identifies potential learning challenges and recommends targeted interventions using advanced machine learning techniques. Utilize time-series analysis with pandas, implement gradient boosting classifiers, and create a comprehensive feature engineering pipeline to predict learner disengagement risks. Develop a recommendation system that generates personalized learning strategies with confidence intervals and intervention probability scores.