The severity of diabetic retinopathy on a scale of 0 to 4. We want to classify the level of severity of diabetic retinopathy. By Gaussian Blur, convert color and circle crop, these data processing can help smooth the images and be beneficial in hiding the details. We select ResNet model and using Data Augmentation to enhance the training of convolutional neural networks.