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SASInstitute A00-440 Exam Syllabus Topics:

SectionWeightObjectives
Model Development and Management23-28%- Champion-challenger comparison
- Model versioning and lineage tracking
- Model training and evaluation
- Data preparation and preprocessing
- Model repository and documentation
Model Deployment18-22%- Batch and real-time scoring pipelines
- API integration and access control
- Shadow, canary, blue-green deployment
- Deployment environments (on-prem, cloud, containers)
Production Operations18-22%- Performance and stability monitoring
- Audit, reporting, and compliance
- Data and concept drift detection
- Model retraining and updating
- Alerting and intervention workflows
Define the ModelOps Framework18-22%- Model lifecycle stages
- Governance and compliance requirements
- Roles and responsibilities
- ModelOps concepts and principles
Develop Model Proposal23-28%- Deployment and monitoring strategy
- Alignment with organizational policies
- Cost-benefit and risk analysis
- Define business objective and impact

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