THERMONITOR is a complete remote monitoring solution for important parameters, sensor development, sensor fusion, artificial intelligence (AI), cloud infrastructure, mobile and web applications. Remote fever tracking / body temperature detection, anomaly detection, image interpretation, data and signal processing are key features of the proposed system. An essential function of the system is to remotely measure human body temperature using an RGB camera and a thermal sensor such as a microbolometer. It is becoming increasingly important to be able to measure fever effectively from a distance. There is no inexpensive, commercially available solution for neonates, inpatients and infants to measure both continuous and non-contact fever. THERMONITOR displays two different images to be captured by the RGB camera and thermal sensor are processed using computer vision techniques and data fusion. The fever is determined from the integrated image obtained from this fusion. In addition, monitoring is important in order to be able to intervene quickly in potentially dangerous and / or abnormal situations. To provide information to families or caregivers, deep learning techniques are applied to audio and video content to perform intelligent video separation and anomaly detection. The target area of use of the AI-based system is in facilities such as: hospital, home, pharmacy and the like, for a caregiver (babysitter, nurse, etc.) and a person in need of care (baby, patient, disabled person, etc.). The behavior of the caregiver towards people is very important both for the family and for the course of the situation. This system has a user-friendly mobile phone and web app for checking the values. It also enables remote monitoring of information for parents, doctors, caregivers, etc. The system provides parents or doctors with some emergency alerts or special status information. The product has a night vision function that is supported by infrared technology and provides monitoring functions around the clock. Caregivers, etc. The system provides parents or doctors with some emergency alerts or special status information. The product has a night vision function that is supported by infrared technology and provides monitoring functions around the clock. Caregivers, etc. The system provides parents or doctors with some emergency alerts or special status information. The product has a night vision function that is supported by infrared technology and provides monitoring functions around the clock.