Random forest is an ensemble learning method that is used for classification, regression, and other tasks. It operates by constructing multiple decision trees during training and outputting the mode of the classes (for classification) or mean prediction (for regression) of the individual trees. This technique is particularly useful in Email Marketing for making data-driven decisions.