#CurrencyPairPrediction Real Trading Applications • Direction Prediction: Forecast if a currency pair will go up or down. • Volatility Forecasting: Predict days with higher/lower volatility. • Signal Filtering: Combine with other systems to confirm trade entries. • Risk Management: Predict when market conditions are unfavorable for trading. Some hedge funds and algo trading firms use Random Forests (or advanced variations) as part of their machine learning trading pipelines.