This research explores the development of a predictive model using wrist-worn accelerometer data to determine a person's sleep state. Leveraging datasets from the [Healthy Brain Network](https://healthybrainnetwork.org/), this study will delve into the nuances of sleep onset and wake events, aiming to revolutionize the understanding of sleep in children.