Deep learning can significantly enhance the diagnosis, treatment, and management of neonatal disorders. By analyzing large datasets of medical images, patient histories, and other relevant information, deep learning algorithms can identify patterns and predict outcomes that might be difficult for human healthcare providers to discern.