#CurrencyPairPrediction Challenges and Limitations Challenge Problem Overfitting Deep models might learn noise instead of real patterns if not regularized well. Data Hunger Needs LOTS of high-quality, clean data to train properly. Computational Cost Training large networks is expensive and slow. Black Box Deep models are hard to interpret — it’s often unclear why they made a specific prediction. Market Regime Shifts Forex markets change (due to economic events, new policies), so models can become obsolete if not retrained regularly.