Ambianic.ai is an open source smart camera platform that uses on-device privacy preserving AI with helpful signals for home and workspace automation . One of the key mission objectives for Ambianic.ai is to allow users to collaboratively train novel ML models such as fall detection without sharing sensitive personal data from their homes. Federated Learning presents an exciting opportunity towards our goal. There is explosive growth in research papers and a number of independent open source F...