This study examined parents’ knowledge, attitudes, and perceptions toward the Human Papillomavirus (HPV) vaccine in Kaduna State, Nigeria, using unsupervised machine learning. The aim was to uncover hidden patterns in parental responses to guide more effective interventions for vaccine uptake.