Advanced Real Estate Market Trend Prediction Engine

Develop a comprehensive market trend prediction system using advanced machine learning techniques in Python. Integrate multiple data sources including economic indicators, demographic shifts, infrastructure development, and historical market data. Implement ensemble learning models with cross-validation, create probabilistic forecasting mechanisms, and generate interactive dashboards showing potential market scenarios. Use techniques like gradient boosting and neural networks for sophisticated predictions.