Our proposal consist on monitorize elders while performing Activities of Daily Living (ADLs) with different sensors and wearables in order to assess some health diseases or to alert about some symptoms. Elders, caregivers and health professionals could access the analyzed information with a personalized application. We propose to use microservices to recollect sensory data (combined with other types of data) and to use machine learning algorithms to analyzed the data (also exposed as microservices).