Neonatal disorders encompass a range of medical conditions that affect newborns. These conditions often require intensive care and continuous monitoring. RL can be applied to develop intelligent systems for early diagnosis, treatment optimization, and personalized care in neonatal intensive care units (NICU). For instance, RL algorithms can help in optimizing the ventilator settings for preterm infants with respiratory distress syndrome or in predicting the onset of sepsis.