Random Forest
Random Forest is a machine learning algorithm used for classification and regression tasks. It creates multiple decision trees during training and outputs the mode of classes (classification) or mean prediction (regression) of the trees. Known for robustness and scalability, Random Forests handle high-dimensional data with complex relationships, making them popular in finance, healthcare, and marketing.