Every time i've actually tried something like this it has not outperformed statistical process control.
It's not just that control charts are great signal detectors, but also managing processes like that takes a certain statistical literacy one gets from applying SPC faithfully for a while, and does not get from tossing ML onto it and crossing fingers.
Comments
Every time i've actually tried something like this it has not outperformed statistical process control.
It's not just that control charts are great signal detectors, but also managing processes like that takes a certain statistical literacy one gets from applying SPC faithfully for a while, and does not get from tossing ML onto it and crossing fingers.
There are clear counterexamples to your experience, most notably in maintaining plasma stability in tokamak reactors: https://www.nature.com/articles/s41586-021-04301-9
Interesting. Could you point me to where it is compared against SPC? I didn't find it from a cursory read.
task specific model