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SASInstitute A00-440 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Model Deployment | 18-22% | - Shadow, canary, blue-green deployment - Batch and real-time scoring pipelines - Deployment environments (on-prem, cloud, containers) - API integration and access control |
| Topic 2: Define the ModelOps Framework | 18-22% | - Governance and compliance requirements - Model lifecycle stages - Roles and responsibilities - ModelOps concepts and principles |
| Topic 3: Production Operations | 18-22% | - Model retraining and updating - Alerting and intervention workflows - Data and concept drift detection - Performance and stability monitoring - Audit, reporting, and compliance |
| Topic 4: Develop Model Proposal | 23-28% | - Cost-benefit and risk analysis - Alignment with organizational policies - Deployment and monitoring strategy - Define business objective and impact |
| Topic 5: Model Development and Management | 23-28% | - Model training and evaluation - Champion-challenger comparison - Data preparation and preprocessing - Model repository and documentation - Model versioning and lineage tracking |
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