I am just getting into it, but I am primarily looking at it because I have about 8 months worth of home automation sensor data stored in a MySQL database thanks

I am just getting into it, but I am primarily looking at it because I have about 8 months worth of home automation sensor data stored in a MySQL database thanks to my home automation software (thanks home-assistant!) and I want to see if ML can look at patterns from that sensor data and infer what to do in my apartment. For instance when I get home (gps sensor) and when I open my front door (door binary sensor), can a system understand that I typically turn my TV on when that happens?