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