Diabetic Retinopathy (DR) is a state that shows up because of harms in the vessels of the retina. It can happen if a person has type one or two diabetics. Additionally, it happens due to a high level of sugar in the blood. In the begging, there is a simple vision problem that may eventually lead to vision loss. It is a common eye disease found in individuals with diabetes. We aim Through the proposed system to diagnose diabetic retinopathy. By examining images of the retina, extracting features.using morphological operations, and classifying these images using Deep Neural Network (CNN) into two categories: either a healthy eye (non-DR images) or an unhealthy eye (DR images).