The focal point of the study is the growing role of machine learning in wearables. Peer-reviewed research from PubMed, MDPI, ScienceDirect, and other leading sources for scientific and medical research proves that monitoring vital signs, such as heart rate, can support the early detection of health risks and potentially reduce reliance on traditional in-person medical examinations.