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| Section | Weight | Objectives |
|---|---|---|
| Model Development and Management | 23-28% | - Champion-challenger comparison - Model versioning and lineage tracking - Model training and evaluation - Data preparation and preprocessing - Model repository and documentation |
| 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) |
| Production Operations | 18-22% | - Performance and stability monitoring - Audit, reporting, and compliance - Data and concept drift detection - Model retraining and updating - Alerting and intervention workflows |
| Define the ModelOps Framework | 18-22% | - Model lifecycle stages - Governance and compliance requirements - Roles and responsibilities - ModelOps concepts and principles |
| Develop Model Proposal | 23-28% | - Deployment and monitoring strategy - Alignment with organizational policies - Cost-benefit and risk analysis - Define business objective and impact |
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