We provide privacy-preserving edge computing and federated learning to facilitate data collaborations in healthcare, with robust support for the Machine Learning Operations (MLOps) workflow. Said in layman’s terms, we let AI developers work with data without ever taking possession of the data. Using the Rhino Health Platform, researchers and innovators in pharmaceuticals and medical devices can easily curate and annotate data, as well as train and deploy machine-learning models across multiple institutions, without any need for sharing data.