Advanced Property Valuation Machine Learning Model Design

Design a comprehensive machine learning predictive model for real estate property valuation that integrates multiple data sources including historical sales data, neighborhood economic indicators, infrastructure development plans, and micromarket trends. Create a detailed architecture diagram showing data ingestion, feature engineering, model training pipeline, and prediction confidence intervals. Include specific recommendations for model validation, potential bias mitigation strategies, and scalable deployment considerations for a national real estate portfolio.