Ensemble Learning Based Approach to Sleep Stage Classification and Sleep-Wake Detection Using Fitbit Smartwatch Data

Jun 2024 - Aug 2024

National College of Ireland

Detected sleep and wake points; classified stages using the following ensemble learning based models - Random Forest, Gradient Boost and XGBoost.

The data used for this project was obtained from a personal Fitbit Smartwatch using the Fitbit API and persisted in a MongoDB database.