The "All in One Sensor" project- is a project that incorporates monitoring, learning and prediction functions and advances in the construction of predictive and cognitive telecare of the future. The proposal is based on the installation of a set of non-intrusive sensors to monitor the behaviour of people in their homes and alert them when there is a deviation in their habits or behavioural patterns.