We explored several algorithms used in machine learning for predicting breast cancer in this research. Our primary objective is to find the optimum algorithm from the numerous machine learning algorithms which can be utilized for the prediction of breast cancer with fewer features. This work's principal objective is to see how feature selection contributes to the highest prediction accuracy.