Dynamic Market Trend Prediction and Signal Generation

Create an advanced market trend prediction system in Python that can analyze multi-dimensional market data, generate predictive signals, and provide comprehensive trend analysis. Implement time series forecasting techniques, machine learning models, and statistical analysis to identify emerging market patterns. Design a modular architecture supporting different market domains, custom feature engineering, and real-time signal generation. Include robust backtesting and performance evaluation mechanisms.