What is RandomForest?

Random Forest is a supervised machine learning algorithm used for both classification and regression tasks. It operates by constructing a multitude of decision trees at training time and outputting the class that is the mode of the classes (classification) or mean prediction (regression) of the individual trees. It is known for its high accuracy, ability to handle large datasets, and robustness to outliers.