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Oracle 1Z0-1110-26 Exam Syllabus Topics:

SectionObjectives
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
Implement End-to-End Machine Learning Lifecycle- Build, train, and evaluate machine learning models
- Automate machine learning workflows and pipelines
- Deploy models and consume model endpoints
- Save and manage models using Model Catalog
- Prepare and manage datasets
OCI Data Science - Introduction and Configuration- Configure and manage Data Science resources
- Understand OCI Data Science service concepts and architecture
- Use OCI Data Science notebooks and sessions
Apply MLOps Practices- Monitor and maintain machine learning models
- Implement model lifecycle management
- Use best practices for operationalizing ML solutions
Use Related OCI Services- Apply OCI services for data ingestion, storage, and processing
- Integrate OCI Data and AI services
- Design machine learning solutions for business use cases

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Oracle Cloud Infrastructure Data Science Professional Sample Questions (Q112-Q117):

NEW QUESTION # 112
You have created a conda environment in your notebook session. This is the first time you are working with published conda environments. You have also created an Object Storage bucket with permission to manage the bucket. Which TWO commands are required to publish the conda environment?

Answer: A,D

Explanation:
Detailed Answer in Step-by-Step Solution:
Objective: Publish a conda env to Object Storage.
Process: Initialize bucket config, then publish env.
Evaluate Options:
A: Publishes env with slug&#x2014;correct final step.
B: Lists envs&#x2014;unrelated to publishing.
C: Sets bucket details&#x2014;required setup&#x2014;correct.
D: Creates env&#x2014;not publishing.
E: Activates env&#x2014;not for sharing.
Reasoning: C sets up, A executes&#x2014;standard workflow.
Conclusion: A and C are correct.
OCI documentation states: &#x201C;To publish a conda environment, first run odsc conda init (C) with bucket namespace and name, then odsc conda publish (A) with a slug to upload to Object Storage.&#x201D; B, D, and E serve other purposes&#x2014;only A and C are required per OCI&#x2019;s process.
1: Oracle Cloud Infrastructure Data Science CLI Reference, &quot;Publishing Conda Environments&quot;.


NEW QUESTION # 113
Select two reasons why it is important to rotate encryption keys when using Oracle Cloud Infrastructure (OCI) Vault to store credentials or other secrets.

Answer: D,E

Explanation:
Detailed Answer in Step-by-Step Solution:
Objective: Identify two reasons for key rotation in OCI Vault.
Understand Key Rotation: Enhances security by updating keys.
Evaluate Options:
A: Five-key limit&#x2014;False, no such restriction.
B: Efficiency&#x2014;False, not the purpose.
C: Reuse&#x2014;False, rotation prevents reuse.
D: Reduces risk&#x2014;True, limits exposure&#x2014;correct.
E: Limits data&#x2014;True, reduces breach scope&#x2014;correct.
Reasoning: D and E are security-focused&#x2014;key Vault benefits.
Conclusion: D and E are correct.
OCI documentation states: &#x201C;Key rotation in Vault (D) reduces risk if a key is compromised and (E) limits the data encrypted by a single key version, enhancing security.&#x201D; A, B, and C misrepresent rotation&#x2019;s purpose&#x2014;only D and E align with OCI&#x2019;s Vault best practices.
1: Oracle Cloud Infrastructure Vault Documentation, &quot;Key Rotation Benefits&quot;.


NEW QUESTION # 114
Which TWO statements about Oracle Cloud Infrastructure (OCI) Open Data service are true?

Answer: B,E

Explanation:
Detailed Answer in Step-by-Step Solution:
Analyze OCI Open Data: OCI Open Data is a free service providing access to public datasets for AI/ML use cases.
Evaluate Statements:
A: True&#x2014;Open Data includes text and image datasets (e.g., geospatial images).
B: False&#x2014;Video and other formats may be available depending on the dataset; no strict exclusion exists.
C: False&#x2014;Datasets may include metadata, but code/tooling examples aren&#x2019;t guaranteed.
D: True&#x2014;It&#x2019;s designed for data scientists and analysts who work with datasets.
E: False&#x2014;It&#x2019;s not a user-contributed repository; it&#x2019;s curated by Oracle.
F: False&#x2014;Open Data is free and public, not subscription-based.
Select Two: A and D align with the service&#x2019;s purpose and offerings.
OCI Open Data provides access to datasets like text and images (A) for AI/ML, aimed at data professionals (D). It&#x2019;s a free, curated service, not user-contributed (E) or paid (F), and while it focuses on certain formats, it doesn&#x2019;t explicitly exclude audio/video (B). (Oracle Cloud Infrastructure Open Data Documentation, &quot;Overview of Open Data&quot;).


NEW QUESTION # 115
You are using Oracle Cloud Infrastructure (OCI) Anomaly Detection to train a model to detect anomalies in pump sensor dat a. What are you trying to determine? How does the required False Alarm Probability setting affect an anomaly detection model?

Answer: C

Explanation:
Detailed Answer in Step-by-Step Solution:
Objective: Understand FAP&#x2019;s effect in OCI Anomaly Detection.
Evaluate Options:
A: Disable reporting&#x2014;Incorrect; FAP sets threshold.
B: Sensitivity&#x2014;Correct; lower FAP reduces false positives.
C: Error message&#x2014;Incorrect; not a count mechanism.
D: Score per signal&#x2014;Incorrect; FAP is a global setting.
Reasoning: FAP adjusts detection threshold&#x2014;key to sensitivity.
Conclusion: B is correct.
OCI documentation states: &#x201C;False Alarm Probability (FAP) controls the model&#x2019;s sensitivity&#x2014;lower values reduce false positives, higher values increase detection.&#x201D; B aligns&#x2014;others misrepresent FAP&#x2019;s role.
1: Oracle Cloud Infrastructure Anomaly Detection Documentation, &quot;FAP Configuration&quot;.


NEW QUESTION # 116
You are a data scientist working inside a notebook session and you attempt to pip install a package from a public repository that is not included in your conda environment. After running this command, you get a network timeout error. What might be missing from your networking configuration?

Answer: C

Explanation:
Detailed Answer in Step-by-Step Solution:
Objective: Fix network timeout for pip install in a notebook.
Evaluate Options:
A: FastConnect&#x2014;On-premises link, not public internet.
B: VNIC&#x2014;Default, not the issue.
C: NAT Gateway&#x2014;Grants internet access&#x2014;correct.
D: Service Gateway&#x2014;OCI services, not PyPI.
Reasoning: C enables outbound traffic to public repos.
Conclusion: C is correct.
OCI documentation states: &#x201C;A NAT Gateway (C) is required for notebook sessions in private subnets to access public internet repositories like PyPI.&#x201D; A, B, and D don&#x2019;t provide this&#x2014;only C resolves the timeout.
1: Oracle Cloud Infrastructure Data Science Documentation, &quot;Notebook Networking&quot;.


NEW QUESTION # 117
......

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