#CurrencyPairPrediction Model Interpretability and Explainability in Forex Model interpretability and explainability are crucial in forex trading to understand and trust how predictions are made: Transparency: Traders and stakeholders need to know which factors influence model decisions, especially in high-stakes environments like currency markets. Regulatory Compliance: Explainable models help meet legal and ethical standards, especially in regulated financial settings. Debugging and Improvement: Interpretable models make it easier to identify errors, refine features, and improve performance. Risk Management: Understanding model behavior helps assess risks and avoid black-box decisions that may lead to unexpected losses. Tools like SHAP, LIME, and feature importance analysis are commonly used to enhance the transparency of complex models, balancing performance with accountability.