In order to better understand and manage Alzheimer's disease, this interdisciplinary study, "Predicting Clinical Outcomes in Patients with Alzheimer's Disease: A Comprehensive Nursing and Computer Science Perspective," combines the knowledge of computer science and nursing. The goal of the study is to create a prediction model that can predict clinical outcomes in Alzheimer's patients by utilizing modern data analytics and machine learning approaches. The approach tries to recognize trends and signs that contribute to illness progression by combining thorough patient data, including medical histories, cognitive evaluations, and lifestyle factors. In the end, this partnership between computer science and nursing has the power to completely transform individualized care methods for Alzheimer's patients, enabling early intervention and customised treatment regimens to enhance general quality of life.