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One field of application of Big Data and Artificial Intelligence that is receiving increasing attention is the biomedical domain. The huge volume of data that is customary generated by hospitals and pharmaceutical companies all over the world could potentially enable a plethora of new applications. Yet, due to the complexity of such data, this comes at a high cost. We here review the activities of the research group composed by people of the Universidad Polit\'ecnica de Madrid and the Hospitaldoi:10.5281/zenodo.4008126 fatcat:y7vdmpgmw5dm7oiolrvvks6ndi