While many machine learning products have a typical pathway for development, those in the medical imaging domain require a unique approach due to the higher bar for safety, efficacy, and the realities of clinical practice. In this talk, Nathan Silberman will discuss insights gained from launching and monitoring medical imaging machine learning products in clinically demanding settings.