Design a Predictive Analytics System

Design a predictive analytics system that can process large volumes of historical data to forecast future trends and outcomes. Focus on building efficient data pipelines, implementing feature engineering, and selecting appropriate models for different types of predictions. Address challenges like handling time series data, ensuring model interpretability, and providing intuitive visualizations of predictions.