This chapter presents a comprehensive comparative analysis of five distinct machine learning algorithms, namely Random Forest, Linear Regression, Bagging Regressor, AdaBoost Regressor, and Decision Tree Regressor, applied to the challenging task of stock price prediction. In an era marked by...