Why Your Deep Learning Model Isn't Learning: Diagnosing Data Problems in Medical Imaging

I built a clean, well-structured deep learning pipeline using MONAI (Medical Open Network for AI) on a public abdominal ultrasound dataset. The pipeline included: proper subject-grouped train/validat