This was for a school project it which I made a basic LSTM model to predict sleep_labels using the following dataset:
DataSet:https://physionet.org/content/sleep-accel/1.0.0/
Walch, Olivia. "Motion and heart rate from a wrist-worn wearable and labeled sleep from polysomnography" (version 1.0.0). PhysioNet (2019). https://doi.org/10.13026/hmhs-py35. Olivia Walch, Yitong Huang, Daniel Forger, Cathy Goldstein, Sleep stage prediction with raw acceleration and photoplethysmography heart rate data derived from a consumer wearable device, Sleep, Volume 42, Issue 12, December 2019, zsz180, https://doi.org/10.1093/sleep/zsz180 Goldberger, A., L. Amaral, L. Glass, J. Hausdorff, P. C. Ivanov, R. Mark, J. E. Mietus, G. B. Moody, C. K. Peng, and H. E. Stanley. "PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation [Online]. 101 (23), pp. e215–e220." (2000). “What Is Sleep Quality?” National Sleep Foundation, November 1, 2020. https://www.thensf.org/what-is-sleep-quality/#:~:text=Sleep%20quality%20is%20the%20measurement,the%20sleep%20you%20are%20getting. “100+ Sleep Statistics - Facts and Data about Sleep 2023.” Sleep Foundation, September 26, 2023. https://www.sleepfoundation.org/how-sleep-works/sleep-facts-statistics.