This research paper introduces a comprehensive system for the automatic identification and classification of sugarcane diseases (AICSD). It utilizes advanced machine learning techniques, specifically a Convolutional Neural Network (CNN) coupled with image analysis, to achieve an efficient and precise diagnosis of diseases in sugarcane crops.