Diabetic Retinopathy (DR) is a medical condition affecting the eyes of individuals with diabetes, where damage occurs to the blood vessels of the retina. Early detection and classification of diabetic retinopathy are crucial for timely medical intervention and treatment. In this context, utilizing a Fast Region-based Convolutional Neural Network (Fast R-CNN) for classification can be a powerful approach.