Updated: Jul 19, 2026
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| Section | Objectives |
|---|---|
| Topic 1: Apply MLOps Practices | - Use best practices for operationalizing ML solutions - Monitor and maintain machine learning models - Implement model lifecycle management |
| Topic 2: OCI Data Science - Introduction and Configuration | - Configure and manage Data Science resources - Use OCI Data Science notebooks and sessions - Understand OCI Data Science service concepts and architecture |
| Topic 3: Use Related OCI Services | - Integrate OCI Data and AI services - Apply OCI services for data ingestion, storage, and processing - Design machine learning solutions for business use cases |
| Topic 4: Implement End-to-End Machine Learning Lifecycle | - Save and manage models using Model Catalog - Automate machine learning workflows and pipelines - Prepare and manage datasets - Build, train, and evaluate machine learning models - Deploy models and consume model endpoints |
| Topic 5: Design and Set Up Data Science Workspace | - Manage notebook sessions and compute resources - Create and configure Data Science projects - Use Accelerated Data Science SDK and open source tools |
1. Which is NOT a valid OCI Data Science notebook session approach?
A) Ensure you don’t execute long-running Python processes in a notebook cell
B) Avoid having multiple users in the same notebook session due to the possibility of resource contention and write conflicts
C) Authenticate using your notebook session’s resource principal to access other OCI resources. Resource principals provide a more secure way to authenticate to resources compared to the OCI configuration and API approach
D) Run the process directly in the terminal and use Python logging to get updates on the progress of your job
E) While connecting to data in OCI Object Storage from your notebook session, the best practice is to make a local copy on the device and then upload it to your notebook session block volume
2. Which OCI service enables you to build, train, and deploy machine learning models in the cloud?
A) Oracle Cloud Infrastructure Data Integration
B) Oracle Cloud Infrastructure Data Science
C) Oracle Cloud Infrastructure Data Flow
D) Oracle Cloud Infrastructure Data Catalog
3. Using Oracle AutoML, you are tuning hyperparameters on a supported model class and have specified a time budget. AutoML terminates computation once the time budget is exhausted. What would you expect AutoML to return in case the time budget is exhausted before hyperparameter tuning is completed?
A) A hyperparameter configuration with a minimum learning rate
B) A random hyperparameter configuration
C) The current best-known hyperparameter configuration
D) The last generated hyperparameter configuration
4. Six months ago you created and deployed a model that predicts customer churn for a call center. Initially, it was yielding quality predictions. However, over the last two months, users have been questioning the credibility of the predictions. Which TWO methods would you employ to verify accuracy and lower customer churn?
A) Drift monitoring
B) Operational monitoring
C) Retrain the model
D) Validate the model using recent data
E) Redeploy the model
5. The feature type TechJob has the following registered validators:
TechJob.validator.register(name=’is_tech_job’, handler=is_tech_job_default_handler) TechJob.validator.register(name=’is_tech_job’, handler=is_tech_job_open_handler, condition=('job_family',)) TechJob.validator.register(name=’is_tech_job’, handler=is_tech_job_closed_handler, condition=('job_family': 'IT'))When you run is_tech_job(job_family='Engineering'), what does the feature type validator system do?
A) Execute the is_tech_job_closed_handler handler
B) Execute the is_tech_job_default_handler handler
C) Throw an error because the system cannot determine which handler to run
D) Execute the is_tech_job_open_handler handler
Solutions:
| Question # 1 Answer: E | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: A,C | Question # 5 Answer: D |
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