#CurrencyPairPrediction Key Principles for Forex AI Regularization Principle Action Favor Generalization A slightly less accurate but stable model is better than a perfect but unstable one. Use Validation Properly Always separate data into train, validation, and test sets (out-of-sample). Accept Some Noise No model can eliminate all randomness in Forex. Your model should survive it, not overfit to avoid it. Monitor Drawdowns A model that wins slightly more often but avoids big losses is usually better than a highly aggressive one.