Exam Name: Oracle Cloud Infrastructure Data Science Professional
Certification Provider: Oracle
Corresponding Certification: Oracle Cloud
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Oracle 1Z0-1110-26 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Implement End-to-End Machine Learning Lifecycle | - Automate machine learning workflows and pipelines - Deploy models and consume model endpoints - Build, train, and evaluate machine learning models - Prepare and manage datasets - Save and manage models using Model Catalog |
| Topic 2: Use Related OCI Services | - Design machine learning solutions for business use cases - Integrate OCI Data and AI services - Apply OCI services for data ingestion, storage, and processing |
| Topic 3: OCI Data Science - Introduction and Configuration | - Use OCI Data Science notebooks and sessions - Understand OCI Data Science service concepts and architecture - Configure and manage Data Science resources |
| Topic 4: Design and Set Up Data Science Workspace | - Use Accelerated Data Science SDK and open source tools - Manage notebook sessions and compute resources - Create and configure Data Science projects |
| Topic 5: Apply MLOps Practices | - Use best practices for operationalizing ML solutions - Monitor and maintain machine learning models - Implement model lifecycle management |
Oracle Cloud Infrastructure Data Science Professional Sample Questions:
You are a data scientist leveraging Oracle Cloud Infrastructure (OCI) to create a model and need some additional Python libraries for processing genome sequencing dat a. Which of the following THREE statements are correct with respect to installing additional Python libraries to process the data?
- A. You can install private or custom libraries from your own internal repositories
- B. You can only install libraries using yum and pip as a normal user
- C. You can install any open-source package available in a publicly accessible Python Package Index (PyPI) repository
- D. OCI Data Science allows root privileges in notebook sessions
- E. You cannot install a library that’s not preinstalled in the provided image
Correct Answer: A,C,E 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
Which of these options allow the sharing and loading back of ML models into a notebook session?
- A. Model provenance
- B. Model catalog
- C. Model deployment
- D. Model taxonomy
Correct Answer: B 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
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. The current best-known hyperparameter configuration
- C. A random hyperparameter configuration
- D. The last generated hyperparameter configuration
Correct Answer: B 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
Which step is a part of the AutoML pipeline?
- A. Feature Selection
- B. Model saved to Model Catalog
- C. Feature Extraction
- D. Model Deployment
Correct Answer: A 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
You have just started as a data scientist at a healthcare company. You have been asked to analyze and improve a deep neural network model, which was built based on the electrocardiogram records of patients. There are no details about the model framework that was built. What would be the best way to find more details about the machine learning models inside the model catalog?
- A. Check for metadata tags
- B. Refer to the code inside the model
- C. Check for model taxonomy details
- D. Check for provenance details
Correct Answer: D 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
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