Computer science and artificial intelligence research at the National Library of Medicine (NLM) has advanced techniques to help predict and spot health conditions and make biomedical discoveries. In this paper, NLM researchers discuss methodology for developing machine learning algorithms that power medical computer vision. (Computer vision trains machines to make sense of visual media.)