Some notes of my binary classification on next maintenance /Machine failure will occur
Steps:
- Generate history of exact date where the repair/customer call for maintenance occurred
- Backfill 30 days labelled as "1", since we want to "predict" the event happen
- Gather related data of the event from SQLserver, concate with the label together
- Set how many day & data of the window we want to use to predict
- Reshape it to binary classification, array (index,window,param) to predict (index, label)