Digital health and telemedicine in combination with machine learning can support and predict various medical conditions and problems. Automated trend analysis in elderly care to continuously monitor sleep patterns may gain significant know how regarding medical conditions and progress of disease or deterioration of a person’s condition. Ease of use is a key factor and non-wearable sensors like various bed sensors and room monitoring equipment can capture data to be analyzed for trends of different conditions..Personal integrett and GDPR becomes equally essential when it comes to continous monitoring of a person. An overview of the field and technology, integrity and medical aspects will be reviewed in the seminar.