Operationalizing Apache Spark MLlib Models with SAS Model Manager
Learn how to operationalize Apache Spark analytics in this 23-minute video from Databricks. Discover how to integrate Apache Spark MLlib models with SAS Model Manager and SAS Workflow Manager on the SAS Viya Platform. Explore the use of Apache Livy REST API service and SAS Workflow REST API Services to create an automated model lifecycle management solution. Gain insights into building, registering, comparing, testing, approving, publishing, monitoring, and retraining Spark MLlib models in a controlled and efficient manner. Understand how this build-once, use-many business process management approach reduces manual intervention and accelerates the deployment of Spark analytics while maintaining model governance. Cover topics including PMML, Apache Livy, SAS Model Manager, model management processes, model performance reporting, and retraining strategies.