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Brendan Frey and colleagues provide a personal overview of the machine learning field and in particular deep learning. They outline the technical challenges in applying machine learning to different types of biological and biomedical data and go on to discuss the challenges in implementing these approaches in the clinical realm, in drug discovery programs and within regulatory agencies.