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Last Updated: Jul 18, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Integrate Related OCI Services | 10% | - Use OCI AI and data services with Data Science - Integration with OCI Object Storage, Vault, and Networking |
| Implement End-to-End Machine Learning Lifecycle | 45% | - Model saving, cataloging, and versioning - Data preparation, exploration, and transformation - Use AutoML and built-in algorithms - Deploy models and manage endpoints - Model development, training, and evaluation |
| OCI Data Science - Introduction & Configuration | 10% | - Overview and core concepts of OCI Data Science - Tenancy and environment configuration for Data Science - Capabilities of the Accelerated Data Science (ADS) SDK |
| Apply MLOps Practices | 20% | - ML pipelines, automation, and reproducibility - Model monitoring, drift detection, and performance tracking - Governance, auditing, and compliance |
| Design and Set Up Data Science Workspace | 15% | - Configure compute shapes, storage, and networking - Create and manage projects and notebook sessions - Manage access control, security, and IAM integration |
1. Select two reasons why it is important to rotate encryption keys when using Oracle Cloud Infrastructure (OCI) Vault to store credentials or other secrets.
A) Key rotation allows you to encrypt no more than five keys at a time
B) Periodically rotating keys limits the amount of data encrypted by one key version
C) Periodically rotating keys makes it easier to reuse keys
D) Key rotation improves encryption efficiency
E) Key rotation reduces risk if a key is ever compromised
2. You have built a machine model to predict whether a bank customer is going to default on a loan. You want to use Local Interpretable Model-Agnostic Explanations (LIME) to understand a specific prediction. What is the key idea behind LIME?
A) Local explanation techniques are model-agnostic, while global explanation techniques are not
B) Global and local behaviours of machine learning models are similar
C) Model-agnostic techniques are more interpretable than techniques that are dependent on the types of models
D) Global behaviour of a machine learning model may be complex, while the local behaviour may be approximated with a simpler surrogate model
3. Which Oracle Cloud Infrastructure (OCI) Data Science policy is invalid?
A) Allow dynamic-group DataScienceDynamicGroup to manage data-science-projects in compartment DataScience
B) Allow group DataScienceGroup to use virtual-network-family in compartment DataScience
C) Allow dynamic-group DataScienceDynamicGroup to manage data-science-family in compartment DataScience
D) Allow group DataScienceGroup to use data-science-model-sessions in compartment DataScience
4. You realize that your model deployment is about to reach its utilization limit. What would you do to avoid the issue before requests start to fail? Pick THREE.
A) Reduce the load balancer bandwidth limit so that fewer requests come in
B) Delete the deployment
C) Update the deployment to use fewer instances
D) Update the deployment to add more instances
E) Update the deployment to use a larger virtual machine (more CPUs/memory)
5. Which stage in the machine learning life cycle helps in identifying the imbalance present in the data?
A) Data Access
B) Data Exploration
C) Data Modeling
D) Data Monitoring
Solutions:
| Question # 1 Answer: B,E | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: A,D,E | Question # 5 Answer: B |
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