The integrated trading system combines multiple advanced components:
- ML-Based Scoring: Uses machine learning to discover non-linear relationships in market data
- Backtesting Framework: Tests strategies with realistic transaction costs and point-in-time data
- Portfolio Management: Implements risk controls and position sizing based on expected edge
- Execution Algorithms: Minimizes market impact through smart order routing
This system provides a complete workflow from analysis to trade execution.