swarmin is a new, massively parallelized, peer-peer machine learning platform that can provide real-time recommendations / ML based decisions, while preserving user data privacy. We use a combination of distributed modeling techniques, and massively concurrent distributed processing, to build aggregated ML models while not aggregating PII sensitive data on a server. With this new paradigm, new types of data can now be accessed by the ML models - data that was deemed too sensitive to ever se