Number of people, dataType: Integer, opType: Continuous
I exclude the timestamp because it has no relevance to the model.
The room has a sensor which sends the # of people every hour.
To make the process automatic I created a thing which receives the data onto an infotable. Now I will make a service which uses CreateJob() from "analytics_TrainingThing". There is no parameter to exclude fields from data on the service as there are on the Analytics Builder mashup. I have noticed that the thing "TW_ML_Toolkit_Helper" has a service "CreateModelAMS" which has the desired fields.
My question are:
Is the data schema correct?
Should I create a value stream instead of an infotable?
Should I be using the "TW_ML_Toolkit" template on the thing I am invoking the services from? If not, how do I exclude data fields from training the model without Analytics Builder?
On CreateJob() from "analytics_TrainingThing", how do I refer the dataset? Should I create it from the infotable first and call my DataThing to create the dataset?
Once I have the model can I simply use RealtimeScore() from "analytics_PredictionThing" to predict the number of people, given the rest of the fields (hour, day, month, holiday)?