As the UAE population ages, Alzheimer’s disease (AD) is expected to rise if preventative measures are not implemented. In this project, we will develop advanced machine learning models to a big dataset (6400+ rows and 400+ features) that includes Alzheimer’s disease (AD) patients, individuals with mild cognitive impairment (MCI, prodromal stage of Alzheimer’s disease), and healthy individuals (without AD or MCI).