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Oracle 1Z0-1110-26 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: 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 |
| Topic 2: OCI Data Science - Introduction & Configuration | 10% | - Overview and core concepts of OCI Data Science - Capabilities of the Accelerated Data Science (ADS) SDK - Tenancy and environment configuration for Data Science |
| Topic 3: Implement End-to-End Machine Learning Lifecycle | 45% | - Model development, training, and evaluation - Deploy models and manage endpoints - Use AutoML and built-in algorithms - Data preparation, exploration, and transformation - Model saving, cataloging, and versioning |
| Topic 4: Integrate Related OCI Services | 10% | - Use OCI AI and data services with Data Science - Integration with OCI Object Storage, Vault, and Networking |
| Topic 5: Apply MLOps Practices | 20% | - Governance, auditing, and compliance - ML pipelines, automation, and reproducibility - Model monitoring, drift detection, and performance tracking |
Oracle Cloud Infrastructure Data Science Professional Sample Questions:
You’re going to create an Oracle Cloud Infrastructure Anomaly Detection model for multivariate dat a. Where do you need to store the training data?
- A. Autonomous Data Warehouse
- B. MySQL database
- C. Object Storage Bucket
- D. Your local machine
Correct Answer: C 🗳️
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Why is data sampling useful for data scientists?
- A. It reduces the amount of data storage space that’s required for data science applications.
- B. It enables them to use a representative subset of data to build accurate analytical models more quickly.
- C. It lets them analyze datasets in small batches to reduce their use of system resources.
Correct Answer: B 🗳️
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Which of these is a unique feature of the published conda environment?
- A. Allows you to save the conda environment in a block volume
- B. Provides availability on network session reactivation
- C. Allows you to save the conda environment to an Object Storage Bucket
- D. Provides a comprehensive environment to solve business use cases
Correct Answer: C 🗳️
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You are attempting to save a model from a notebook session to the model catalog by using the Accelerated Data Science (ADS) SDK, with resource principal as the authentication signer, and you get a 404 authentication error. Which two should you look for to ensure permissions are set up correctly?
- A. The networking configuration allows access to Oracle Cloud Infrastructure services through a Service Gateway
- B. The policy for a dynamic group grants manage permissions for the model catalog in this compartment
- C. The policy for your user group grants manage permissions for the model catalog in this compartment
- D. A dynamic group has rules that match the notebook sessions in its compartment
- E. The model artifact is saved to the block volume of the notebook session
Correct Answer: B,D 🗳️
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You loaded data into Oracle Cloud Infrastructure (OCI) Data Science. To transform the data, you want to use the Accelerated Data Science (ADS) SDK. When you applied the get_recommendations() tool to the ADSDataset object, it showed you user-detected issues with all the recommended changes to apply to the dataset. Which option should you use to apply all the recommended transformations at once?
- A. fit_transform()
- B. visualize_transforms()
- C. get_transformed_dataset()
- D. auto_transform()
Correct Answer: D 🗳️
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