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the outcome. By combining their opinions, we can arrive at a more accurate prediction than any one expert alone. Key Differences between Random Forest and Decision Tree Image by Brijesh Soni Here are some of the differences between Random Forest and Decision Tree: Randomness: Random Forest is a