Random Forests are a way to make decisions or predictions by using a group of different decision trees. Think of a decision tree as a flow chart or diagram that asks questions and then follows a path to the best answer depending on the answers you give. A Random Forest takes many of these different decision trees and combines them to make a more reliable prediction. It takes the best decision trees and merges them together to give a stronger and more accurate prediction.