This Machine Learning project commences with Data Collection and Preprocessing, ensuring quality input. Subsequent stages involve Feature Extraction and the development of Machine Learning models, incorporating Explainable Artificial Intelligence techniques. The system focuses on evaluating performance, particularly in Improved Healthcare and Activity Recognition systems in dementia care. The culmination of the project is a comprehensive Report and Presentation, highlighting methodologies, findings, and recommendations, underscoring its significance in advancing healthcare applications.