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