We are working on developing Big Data and Machine Learning methods devoted transform data into knowledge, and knowledge into person-centered actionable knowledge. This methods are able to agnostic ally deal with knowledge bases of complex diseases in highly uncertain, vague, and co-morbid environments. We applied our methods to genetics, images, personality traits and real-time clinical signals from ICU environments.