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Perform Metrics for Performance Frequently Why is it important to track consistently performance metrics helps identify potential problems and deviations from the expected behavior. How: Create an automated monitoring system for the most important performance indicators (KPIs) such as return-on-investment (ROI) Sharpe ratio, or drawdown that is based on real time. Regularly monitoring will ensure that the model will perform exactly as it should over time. 3. Assess the Model’s adaptability to market changes Reason: Markets can shift quickly, and models have to be kept up-to-date to keep pace with the changing times. How to test: Find out how the model responds to sudden shifts in trend or fluctuations. Test the model’s performance with different market regimes. 4. Incorporate Real-Time Data Feeds To ensure that models are accurate It is essential to have current data and reliable. 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