The following diagram
illustrates the model management process that you use in SAS Model
Manager:
Here is a summary of
the model management process:
-
Create Model Repository: create a secure model repository on the SAS Content Server where
SAS code, input and output files, and metadata that is associated
with a model can be stored.
-
Register Candidate
Models: register input and output files, and then import
and configure a model.
-
Compare Models: perform scoring tests and create comparison reports for models
by using test data sources.
-
Declare a Champion
Model: declare the model to use for testing and production
phases of the life cycle.
-
Validate Model: perform scoring tests and create validation reports for the champion
model by using test data sources.
-
Freeze Version: lock a version when the champion model in a version folder is approved
for production.
-
Set Default Version: set a default version before exporting a project champion model.
A default version is the current production version for the SAS Model
Manager project.
-
Deliver Model or Database
Scoring Function: publish a model to a SAS publish channel
or publish a champion model for a project as a scoring function to
a database.
-
Monitor Model Performance: provide comparative model performance benchmarking.
-
Retrain Models: select models to retrain in response to data or market changes.
-
Retire Model: retire a model from production.