Advanced Financial Time Series Forecasting Framework

Create a sophisticated time series forecasting framework capable of analyzing complex financial signals with high accuracy. Develop advanced machine learning models that can handle non-linear relationships, implement ensemble prediction techniques, and support multiple forecasting horizons. Include comprehensive feature engineering, model interpretability tools, and a flexible computational architecture.