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| Section | Weight | Objectives |
|---|---|---|
| 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 |
| Integrate Related OCI Services | 10% | - Use OCI AI and data services with Data Science - Integration with OCI Object Storage, Vault, and Networking |
| OCI Data Science - Introduction & Configuration | 10% | - Capabilities of the Accelerated Data Science (ADS) SDK - Overview and core concepts of OCI Data Science - Tenancy and environment configuration for Data Science |
| Apply MLOps Practices | 20% | - Model monitoring, drift detection, and performance tracking - Governance, auditing, and compliance - ML pipelines, automation, and reproducibility |
| Implement End-to-End Machine Learning Lifecycle | 45% | - Model development, training, and evaluation - Deploy models and manage endpoints - Data preparation, exploration, and transformation - Model saving, cataloging, and versioning - Use AutoML and built-in algorithms |
1. What happens when a notebook session is deactivated?
A) The underlying compute instance stops
B) The block volume attached to the notebook is permanently deleted
C) The data on boot volume is preserved
D) Compute cost increases due to frequent deactivation
2. What is the correct definition of Git?
A) Git is a distributed version control system that allows you to track changes made to a set of files.
B) Git is a centralized version control system that allows data scientists and developers to track copious amounts of data.
C) Git is a centralized version control system that allows you to revert to previous versions of files as needed.
D) Git is a distributed version control system that protects teams from simultaneous repo contributions and merge requests.
3. Which OCI service provides a scalable environment for developers and data scientists to run Apache Spark applications at scale?
A) Anomaly Detection
B) Data Labeling
C) Data Flow
D) Data Science
4. How are datasets exported in the OCI Data Labeling service?
A) As a line-delimited JSON file
B) As an XML file
C) As a binary file
D) As a CSV file
5. You are creating an Oracle Cloud Infrastructure (OCI) Data Science job that will run on a recurring basis in a production environment. This job will pick up sensitive data from an Object Storage Bucket, train a model, and save it to the model catalog. How would you design the authentication mechanism for the job?
A) Package your personal OCI config file and keys in the job artifact
B) Store your personal OCI config file and keys in the Vault, and access the Vault through the job run resource principal
C) Use the resource principal of the job run as the signer in the job code, ensuring there is a dynamic group for this job run with appropriate access to Object Storage and the model catalog
D) Create a pre-authenticated request (PAR) for the Object Storage bucket and use that in the job code
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: C |
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