#CurrencyPairPrediction Random Forest Algorithms for Currency Prediction What is a Random Forest? A Random Forest is a powerful machine learning algorithm made up of many decision trees working together. Instead of relying on a single tree (which might make mistakes), a Random Forest builds many trees, and averages their results (for regression) or uses majority voting (for classification). The idea: “A forest is stronger than one tree.”