Anthony Chang in conversation with “the ultimate clinician data scientist” Leo Celi. Dr Celi shares his experience of working on the frontline in ICU; his Lancet editorial on sharing of data; the obstacles for publicly available datasets including culture, attitudes, politics; and the collaborative ecosystem required to make machine learning and artificial intelligence truly translatable into clinical medicine.