Machine learning for home understanding and notification

This system helps a home understand what's happening inside it. It collects information from smart devices, then builds a map of who and what is where, and what they usually do. From this map, it learns patterns and creates rules. When a pattern matches a rule, like "someone is always home at 5 PM," it sends a notification. Users can then tell the system in plain language if the rule was good or bad, helping it learn better. The claims focus on a home monitoring system that uses a knowledge graph to generate these rules.