#CurrencyPairPrediction Challenges in Model Interpretability Challenge Solution Too many features Use feature selection or PCA before interpretation. Deep neural networks are opaque Use attention, layer-wise relevance propagation (LRP), or SHAP. Time-sensitive data Interpret across different time windows. Market behavior is non-stationary. Interpretability vs Performance Sometimes simpler models are preferable if trust is critical.