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



