My day job is managing development and infrastructure of internet connected cameras, with motion detection, notifications, and all the rest of it. Every now and again someone new will start on the marketing team and put together something about using them as baby monitors, swiftly followed by the engineering team descending on them to explain there’s no way we can guarantee sufficient reliability for something where the worst case failure mode is someone’s baby dying.
If you’re going to insist on something like this you need to be absolutely sure that you have sufficient monitoring in place. If it loses video from the camera, it needs to alert. If it loses its network connection, it needs to alert. If whatever is meant to be receiving alerts doesn’t receive a heartbeat from the camera, it needs to alert. In all those cases that alert needs to be obnoxious as hell, and guaranteed to fire.
And the machine learning just needs to go away, unless somehow you’ve obtained video of every way in which a child can end up seriously injured, from multiple angles, with which to train it.