 The proposed method utilizes an intelligent system called crop recommender to assist Indian farmers in selecting the optimum crop based on soil characteristics and external factors, using machine learning algorithms such as random forest, with a goal of achieving up to 90% accuracy in crop predictions. This article was authored by Pradeep Mukund Rao Pethani.