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This machine learning algorithm is used to estimate hierarchical variables using a classification algorithm and to assess disease risk that evaluates a function that helps doctors to make medical decisions. The training time of random forest is less as compared to other algorithms. In healthcare, this algorithm is used for disease trends and disease risks that can be identified by analyzing the patient medical records.