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SASInstitute A00-440 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Deployment | 18-22% | - Batch and real-time scoring pipelines - API integration and access control - Shadow, canary, blue-green deployment - Deployment environments (on-prem, cloud, containers) |
| Model Development and Management | 23-28% | - Model repository and documentation - Champion-challenger comparison - Data preparation and preprocessing - Model training and evaluation - Model versioning and lineage tracking |
| Define the ModelOps Framework | 18-22% | - Governance and compliance requirements - ModelOps concepts and principles - Roles and responsibilities - Model lifecycle stages |
| Develop Model Proposal | 23-28% | - Alignment with organizational policies - Deployment and monitoring strategy - Cost-benefit and risk analysis - Define business objective and impact |
| Production Operations | 18-22% | - Alerting and intervention workflows - Performance and stability monitoring - Model retraining and updating - Data and concept drift detection - Audit, reporting, and compliance |
