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NEW QUESTION # 21
Which step is unique to MLOps, as opposed to DevOps?
Answer: A
Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify a step unique to MLOps vs. DevOps.
* Compare MLOps and DevOps:
* DevOps: Focuses on software deployment (CI/CD).
* MLOps: Extends DevOps to ML, adding model-specific steps.
* Evaluate Options:
* A: Continuous deployment-Common to both (software/models).
* B: Continuous integration-Common to both (code merging).
* C: Continuous delivery-Common to both (releasing updates).
* D: Continuous training-Unique to MLOps (retraining models with new data).
* Reasoning: Only D addresses ML-specific needs (model retraining).
* Conclusion: D is correct.
OCI documentation notes: "MLOps extends DevOps with continuous training, a process unique to machine learning where models are retrained with new data to maintain performance." CI (B), CD (A), and delivery (C) are shared with DevOps-only continuous training (D) is MLOps-specific.
Oracle Cloud Infrastructure Data Science Documentation, "MLOps Concepts".
NEW QUESTION # 22
Which components are a part of the OCI Identity and Access Management service?
Answer: D
Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify IAM components in OCI.
* Understand IAM: Manages access via policies, groups, etc.
* Evaluate Options:
* A: Policies-Core IAM component-correct.
* B: Subnets-Networking, not IAM.
* C: Instances-Compute, not IAM.
* D: VCN-Networking, not IAM.
* Reasoning: Only A is an IAM element-others are resources.
* Conclusion: A is correct.
OCI documentation states: "IAM includes components like policies (A), groups, and compartments to control resource access." B, C, and D are infrastructure, not IAM-only A fits per OCI's IAM framework.
Oracle Cloud Infrastructure IAM Documentation, "IAM Components".
NEW QUESTION # 23
Which of these options allow the sharing and loading back of ML models into a notebook session?
Answer: C
Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify the mechanism for sharing and reloading ML models in OCI Data Science.
* Evaluate Options:
* A. Model provenance: Tracks model origin-informative but not a sharing mechanism.
* B. Model taxonomy: Categorizes models (e.g., regression)-not for sharing/loading.
* C. Model deployment: Makes models accessible as endpoints, not for notebook reloading.
* D. Model catalog: Stores models and artifacts, enabling sharing and loading into sessions.
* Reasoning: The Model Catalog is OCI's centralized repository for saving, sharing, and retrieving models (e.g., via ADS SDK).
* Conclusion: D is the correct tool.
The OCI Model Catalog "enables data scientists to save trained models and their artifacts, share them with team members, and load them back into notebook sessions for further use or evaluation." Provenance (A) and taxonomy (B) are metadata, while deployment (C) serves inference, not notebook access. D is explicitly designed for this purpose.
Oracle Cloud Infrastructure Data Science Documentation, "Model Catalog Usage".
NEW QUESTION # 24
For your next data science project, you need access to public geospatial images. Which Oracle Cloud service provides free access to those images?
Answer: A
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 # 25
In which two ways can you improve data durability in Oracle Cloud Infrastructure Object Storage?
Answer: A,E
Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify two methods to enhance Object Storage durability.
* Understand Durability: Ensures data isn't lost-focus on redundancy and protection.
* Evaluate Options:
* A: RAID1-Block volume feature, not Object Storage.
* B: Encryption-Secures data, not durability.
* C: Versioning-Retains old versions, prevents loss-correct.
* D: Limit delete-Prevents accidental deletion-correct.
* E: Client encryption-Secures, not durability-focused.
* Reasoning: C and D directly protect against data loss-durability-focused.
* Conclusion: C and D are correct.
OCI documentation states: "Improve Object Storage durability with Versioning (C) to retain previous object versions and by limiting delete permissions (D) to prevent accidental loss." A isn't applicable, B and E focus on security-only C and D enhance durability per OCI's storage features.
Oracle Cloud Infrastructure Object Storage Documentation, "Data Durability Options".
NEW QUESTION # 26
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