Talk @ Cloud Lunch and Learn - Azure IoT Edge
There might be several reasons for you need to run IoT and AI in the Edge.
That does not mean you are fully cut of from the Azure Cloud. Microsoft provides several solutions for compute at Edge, specially for IoT and Edge.