Fading Coder

Transfer Learning with ResNet50 When training deep learning models for specific tasks, collecting large amounts of training data is often impractical. Instead of training from scratch, a common approach is to use a pre-trained model—typically one trained on a large foundational dataset—and adapt it...

Dataset Characteristics and Preprocessing The dataset comprises 1000 fundus photographs categorized into four severity levels of diabetic retinopathy. Initial exploratory analysis revealed significant class imbalance across the severity grades. Too mitigate this, targeted augmentation strategies wer...