Great things are happening with my Sense! While it is still in the early stages of figuring out the devices in my home, Great Job so far!!!
There is a post “Option to Verify Device Activity”, that may seem similar to this, but my suggestion differs in that this is a guided scenario still under control of the machine algorithms. I’ll explain:
I would like to see an option to turn on Assisted learning and verification. If on, the normal device detection would take place using the current algorithms up to the point that it displays a new device found. At this point, It would be very useful to have the option to select a guided verification. Sense may ask to turn the device on when prompted, and turn it off when prompted for N number of cycles to verify that it found the device.
An additional option would be to flag certain occurrences as ‘false’ or ‘non-valid’ so that the algorithm could analyze the difference between the ‘valid’ and ‘non-valid’ detection could help to refine the algorithms for all going forward.
Machine learning uses a log of input, during algorithm generation, which is good, in order to refine, it needs valid feedback during the results phase to determine if it is accurate or not.