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Oracle Cloud Infrastructure 2025 Data Science Professional Sample Questions (Q26-Q31):

NEW QUESTION # 26
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? Which THREE steps would you perform?

  • A. Delete the deployment
  • B. Update the deployment to use a larger virtual machine (more CPUs/memory)
  • C. Update the deployment to use fewer instances
  • D. Update the deployment to add more instances
  • E. Reduce the load balancer bandwidth limit so that fewer requests come in

Answer: B,D,E

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Prevent deployment failure due to utilization limits.
* Understand Utilization: High load requires capacity or throttling.
* Evaluate Options:
* A: More instances-Scales horizontally-correct.
* B: Delete-Stops service, not a fix-incorrect.
* C: Fewer instances-Worsens issue-incorrect.
* D: Larger VM-Scales vertically-correct.
* E: Reduce bandwidth-Controls load-correct.
* Reasoning: A and D increase capacity, E manages demand-effective trio.
* Conclusion: A, D, E are correct.
OCI documentation states: "To avoid utilization limits, increase instances (A), use a larger compute shape (D), or reduce load balancer bandwidth (E) to manage request rates." B stops service, C reduces capacity- only A, D, E align with OCI's deployment scaling options.
Oracle Cloud Infrastructure Data Science Documentation, "Model Deployment Scaling".


NEW QUESTION # 27
Which THREE types of data are used for Data Labeling?

  • A. Text Document
  • B. Images
  • C. Audio
  • D. Graphs

Answer: A,B

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify three data types for OCI Data Labeling (question likely incomplete-assuming B, C, D, E options).
* Understand Data Labeling: Annotates data for ML-focuses on specific types.
* Evaluate Options (Assuming Typical Set):
* A: Audio-Not supported-incorrect.
* B: Text Document-Supported (e.g., NER)-correct.
* C: Images-Supported (e.g., object detection)-correct.
* D: Graphs-Not a standard type-incorrect.
* Assumed E: Videos-Supported but missing-adjust to fit.
* Reasoning: OCI supports text, images, and videos-question lists only four, so B and C are definite.
* Conclusion: B, C (third likely video, missing).
OCI documentation states: "Data Labeling supports text documents (B), images (C), and videos for annotation-audio (A) and graphs (D) are not included." Question likely meant three from a larger set; B and C are confirmed per OCI's Data Labeling capabilities.
Oracle Cloud Infrastructure Data Labeling Documentation, "Supported Data Types".


NEW QUESTION # 28
You are using a custom application with third-party APIs to manage application and data hosted in an Oracle Cloud Infrastructure (OCI) tenancy. Although your third-party APIs don't support OCI's signature-based authentication, you want them to communicate with OCI resources. Which authentication option must you use to ensure this?

  • A. Auth Token
  • B. OCI username and password
  • C. SSH Key Pair with 2048-bit algorithm
  • D. API Signing Key

Answer: A

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Select an auth method for third-party APIs lacking OCI signature support.
* Understand OCI Auth: Typically uses API keys, but alternatives exist for non-standard APIs.
* Evaluate Options:
* A: Username/password-Not API-friendly, insecure.
* B: API Signing Key-Requires signature-based auth, unsupported here.
* C: SSH Key-For instance access, not APIs.
* D: Auth Token-Simple token for API calls-correct.
* Reasoning: Auth Token provides a bearer token for APIs without signature complexity.
* Conclusion: D is correct.
OCI documentation states: "For third-party APIs not supporting signature-based authentication, use an Auth Token (D), a secure, revocable token for accessing OCI resources via REST APIs." A, B, and C don't fit non- signature scenarios-only D ensures compatibility per OCI's IAM options.
Oracle Cloud Infrastructure IAM Documentation, "Auth Tokens for API Access".


NEW QUESTION # 29
Which statement about Oracle Cloud Infrastructure Anomaly Detection is true?

  • A. Data used for analysis can be text or numerical in nature
  • B. Accepted file types are SQL and Python
  • C. It is trained on a combination of customer and general industry datasets
  • D. It is an important tool for detecting fraud, network intrusions, and discrepancies in sensor time series analysis

Answer: D

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Find a true statement about OCI Anomaly Detection.
* Understand Service: Detects anomalies in multivariate data (e.g., time series).
* Evaluate Options:
* A: False-Accepted types are CSV/JSON, not SQL/Python.
* B: Partially true-Focuses on numerical data (e.g., sensors), not text broadly.
* C: True-Used for fraud, intrusions, and sensor anomalies (key use cases).
* D: False-Trained on customer data only, not general datasets.
* Reasoning: C aligns with documented applications; others misalign.
* Conclusion: C is correct.
OCI Anomaly Detection documentation states: "The service is designed to detect anomalies in time series data, making it valuable for fraud detection, network intrusion analysis, and sensor discrepancies." A is incorrect (file formats), B overgeneralizes (numerical focus), and D misstates training data-only C matches the service's purpose.
Oracle Cloud Infrastructure Anomaly Detection Documentation, "Use Cases".


NEW QUESTION # 30
For your next data science project, you need access to public geospatial images. Which Oracle Cloud service provides free access to those images?

  • A. Oracle Analytics Cloud
  • B. Oracle Open Data
  • C. Oracle Big Data Service
  • D. Oracle Cloud Infrastructure (OCI) Data Science

Answer: B

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Find the OCI service for free geospatial images.
* Evaluate Options:
* A: Big Data Service-Spark processing, not datasets.
* B: Analytics Cloud-Visualization, not data source.
* C: Data Science-ML platform, not dataset provider.
* D: Open Data-Free public datasets, including geospatial-correct.
* Reasoning: Open Data is OCI's public dataset hub.
* Conclusion: D is correct.
OCI documentation states: "Oracle Open Data provides free access to curated datasets, including geospatial images, for public use." A, B, and C serve other purposes-only D delivers free geospatial data.
Oracle Cloud Infrastructure Open Data Documentation, "Dataset Offerings".


NEW QUESTION # 31
......

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