Once the model one created is finalized and run, how does one deploy it? In automodel this is easy, but i cant find a deployment option for the customized model that are manually created. Any help is appreciated.
Deploying a model is very similar to validating it.
You have preprocessing for building and validating the model. It is good to put this into a reusable process. You have the model parameters. Just build a model with these parameters, e. g. the result of the validation subprocess. Store it into your repository.
The deployment process consinsts of - getting the new data - preprocessing in the same way - applying the stored model (Apply Model operator) - using or storing the scored output
When i save the custom model and i go to "deploy custom model" and try to select it from there it doesnt show up. Only the ones produced by automodel do.
Contributor II
Answers
Deploying a model is very similar to validating it.
You have preprocessing for building and validating the model. It is good to put this into a reusable process. You have the model parameters. Just build a model with these parameters, e. g. the result of the validation subprocess. Store it into your repository.
The deployment process consinsts of
- getting the new data
- preprocessing in the same way
- applying the stored model (Apply Model operator)
- using or storing the scored output
Regards,
Balázs