Does anyone have some insight into the machine learning in a system like this? Could you not do the needed calibration with well-understood math? Or are there s

Does anyone have some insight into the machine learning in a system like this? Could you not do the needed calibration with well-understood math? Or are there some difficult parts to the problem, where you need a trained deep learning model to step in?