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| Section | Weight | Objectives |
|---|---|---|
| OCI Data Science Service Overview and Architecture | 15% | - OCI Data Science vs. traditional data science environments - OCI Data Science service architecture components - Understanding OCI Data Science core concepts and features |
| Integration with OCI Services | 15% | - Logging and monitoring with OCI Logging and Monitoring - Integration with OCI Functions for serverless inference - Security and IAM for Data Science resources - Using OCI Resource Manager and IaC |
| OCI Data Science API and SDK | 10% | - Using the OCI Python SDK for Data Science - Automating workflows with SDK - REST API interactions |
| Data Storage and Management for Data Science | 15% | - Using OCI Object Storage for data assets - Data versioning and lifecycle management - Integrating with OCI Data Flow for large-scale processing |
| Machine Learning Workflows on OCI | 25% | - Algorithm selection and model development - Using JupyterLab and conda environments - Creating and managing ML projects - Training, tuning, and evaluating models |
| Model Deployment and Operations | 20% | - Model monitoring and management - OCI Data Science Model Catalog - A/B testing and model versioning - Deploying models as endpoints |
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