The purpose of MapReduce is to divide and conquer large data sets. The MapReduce algorithm splits the data set into smaller pieces and then processes it by individual cluster nodes. The nodes communicate with each other to combine the results of the individual tasks, thereby reducing the time required to process the entire data set.