The Internet of Things (IoT), which is an abstract concept, has significantly changed the way of living. IoT use in healthcare became extremely popular as a result. This might be achieved by keeping an eye on a few of the crucial health indicators that reveal information about the state of health. These vital markers include pulse rate, body temperature, blood pressure, and blood oxygen saturation. Additionally, noticing bodily motions helps to identify numerous risks, including falls and injuries. The design requirements for such a device are portability, lightweight, and ease of use because it is intended for everyday health monitoring. Data collection and pre-processing sensor readings using an integrated CPU are the first two stages of the system's construction. Employing a common cloud platform, feature extraction and implementation in additional recognition algorithms, data display of all vital signs, and callouts in case of emergency. © 2023 Elsevier B.V., All rights reserved.