Alan Lee Alan Lee's Profile Page

Alan Lee Alan Lee

0 Course Enrolled • 0 Course Completed

Biography

1z0-1110-25 Best Practice, 1z0-1110-25 Latest Real Test

We offer you free update for one year if you buy 1z0-1110-25 study guide materials from us, that is to say, in the following year, you can obtain the latest information about the 1z0-1110-25 study materials for free. In addition, with the experienced experts to compile, 1z0-1110-25 exam dumps is high-quality, and it contain most of knowledge points of the exam, and you can also improve your ability in the process of learning. 1z0-1110-25 Exam Dumps of us have received many good feedbacks from our customers, they thanks us for helping them pass the exam successfully.

Oracle 1z0-1110-25 Exam Syllabus Topics:

Topic
Details

Topic 1

Implement End-to-End Machine Learning Lifecycle: This section evaluates the abilities of Machine Learning Engineers and includes an end-to-end walkthrough of the ML lifecycle within OCI. It involves data acquisition from various sources, data preparation, visualization, profiling, model building with open-source libraries, Oracle AutoML, model evaluation, interpretability with global and local explanations, and deployment using the model catalog.

Topic 2

Apply MLOps Practices: This domain targets the skills of Cloud Data Scientists and focuses on applying MLOps within the OCI ecosystem. It covers the architecture of OCI MLOps, managing custom jobs, leveraging autoscaling for deployed models, monitoring, logging, and automating ML workflows using pipelines to ensure scalable and production-ready deployments.

Topic 3

Use Related OCI Services: This final section measures the competence of Machine Learning Engineers in utilizing OCI-integrated services to enhance data science capabilities. It includes creating Spark applications through OCI Data Flow, utilizing the OCI Open Data Service, and integrating other tools to optimize data handling and model execution workflows.

Topic 4

Create and Manage Projects and Notebook Sessions: This part assesses the skills of Cloud Data Scientists and focuses on setting up and managing projects and notebook sessions within OCI Data Science. It also covers managing Conda environments, integrating OCI Vault for credentials, using Git-based repositories for source code control, and organizing your development environment to support streamlined collaboration and reproducibility.

Topic 5

OCI Data Science - Introduction & Configuration: This section of the exam measures the skills of Machine Learning Engineers and covers foundational concepts of Oracle Cloud Infrastructure (OCI) Data Science. It includes an overview of the platform, its architecture, and the capabilities offered by the Accelerated Data Science (ADS) SDK. It also addresses the initial configuration of tenancy and workspace setup to begin data science operations in OCI.

>> 1z0-1110-25 Best Practice <<

Quiz 1z0-1110-25 - High-quality Oracle Cloud Infrastructure 2025 Data Science Professional Best Practice

The opportunity is for those who have patience to wait for. If you got the 1z0-1110-25 certification before your IT career starts, it will be a good preparation for you to find a satisfactory job. It is not easy to Pass 1z0-1110-25 Exam, but with the help of our 1z0-1110-25 study materials provided by our BootcampPDF, there are so many candidates have pass the exam. Do you want to be one of them? Let our products to help you.

Oracle Cloud Infrastructure 2025 Data Science Professional Sample Questions (Q100-Q105):

NEW QUESTION # 100
Which is NOT a compliance document?

A. Certificate
B. Bridge letter
C. Attestation
D. Penetration test report

Answer: D

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify a non-compliance document in OCI context.
* Understand Compliance Docs: Formal attestations of adherence (e.g., SOC, ISO).
* Evaluate Options:
* A: Certificate-Proof of compliance (e.g., ISO)-compliance doc.
* B: Pen test report-Security test result, not formal compliance-correct.
* C: Attestation-Statement of compliance-compliance doc.
* D: Bridge letter-Links audit periods-compliance doc.
* Reasoning: B is operational, not a compliance artifact.
* Conclusion: B is correct.
OCI documentation lists "compliance documents like certificates (A), attestations (C), and bridge letters (D) for standards like SOC or ISO; penetration test reports (B) are security assessments, not formal compliance docs." Only B stands apart per OCI's compliance terminology.
Oracle Cloud Infrastructure Compliance Documentation, "Compliance Artifacts".

NEW QUESTION # 101
Which is NOT a part of Observability and Management Services?

A. Logging
B. Event Services
C. Logging Analytics
D. OCI Management Service

Answer: D

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify the non-Observability and Management (O&M) service in OCI.
* Understand O&M: Includes monitoring, logging, events tools.
* Evaluate Options:
* A: Event Services-Triggers actions, part of O&M-correct.
* B: OCI Management Service-Not a defined O&M service-incorrect.
* C: Logging Analytics-Log analysis, O&M component-correct.
* D: Logging-Log collection, O&M component-correct.
* Reasoning: B isn't listed in OCI's O&M suite-others are.
* Conclusion: B is correct (not part of O&M).
OCI documentation lists "Observability and Management Services as including Event Services (A), Logging Analytics (C), and Logging (D)-'OCI Management Service' (B) is not a recognized component." B appears to be a misnomer-only A, C, D are O&M per OCI's service catalog.
Oracle Cloud Infrastructure Observability and Management Documentation, "Service Overview".

NEW QUESTION # 102
You have a dataset with fewer than 1000 observations, and you are using Oracle AutoML to build a classifier.
While visualizing the results of each stage of the Oracle AutoML pipeline, you notice that no visualization has been generated for one of the stages. Which stage is not visualized?

A. Feature selection
B. Algorithm selection
C. Hyperparameter tuning
D. Adaptive sampling

Answer: D

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify the non-visualized AutoML stage with small data.
* Understand AutoML Pipeline: Includes sampling, feature/algorithm selection, tuning.
* Evaluate Options:
* A: Feature selection-Visualized (e.g., feature importance).
* B: Algorithm selection-Visualized (e.g., algorithm scores).
* C: Adaptive sampling-Skipped/visualization absent for <1000 rows.
* D: Hyperparameter tuning-Visualized (e.g., trial plots).
* Reasoning: Adaptive sampling optimizes large datasets; small data skips it, omitting visuals.
* Conclusion: C is correct.
OCI AutoML documentation notes: "Adaptive sampling is applied to large datasets (>1000 rows) to reduce size; for smaller datasets, it's skipped, and no visualization is generated." Other stages (A, B,D) produce visuals-only C is absent here.
Oracle Cloud Infrastructure AutoML Documentation, "Pipeline Stages".

NEW QUESTION # 103
You are creating an Oracle Cloud Infrastructure (OCI) Data Science job that will run on a recurring basis in a production environment. This job will pick up sensitive data from an Object Storage Bucket, train a model, and save it to the model catalog. How would you design the authentication mechanism for the job?

A. Use the resource principal of the job run as the signer in the job code, ensuring there is a dynamic group for this job run with appropriate access to Object Storage and the model catalog
B. Package your personal OCI config file and keys in the job artifact
C. Create a pre-authenticated request (PAR) for the Object Storage bucket and use that in the job code
D. Store your personal OCI config file and keys in the Vault, and access the Vault through the job run resource principal

Answer: A

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Securely authenticate a recurring OCI Job.
* Evaluate Options:
* A: PAR-Limited duration, insecure for recurring jobs.
* B: Resource principal-Secure, managed auth for Jobs-correct.
* C: Personal config-Unscalable, security risk.
* D: Vault with personal keys-Complex, still uses user creds.
* Reasoning: B uses OCI's native, secure resource principal mechanism.
* Conclusion: B is correct.
OCI documentation states: "For Jobs accessing sensitive data, use resource principals with a dynamic group (e.
g., resource.type = 'datasciencejobrun') and policies granting access to Object Storage and Model Catalog- secure and scalable." A is temporary, C and D risk credential exposure-B is best practice.
Oracle Cloud Infrastructure Data Science Documentation, "Job Authentication".

NEW QUESTION # 104
Which is NOT a valid OCI Data Science notebook session approach?

A. While connecting to data in OCI Object Storage from your notebook session, the best practice is to make a local copy on the device and then upload it to your notebook session block volume
B. Run the process directly in the terminal and use Python logging to get updates on the progress of your job
C. Authenticate using your notebook session's resource principal to access other OCI resources. Resource principals provide a more secure way to authenticate to resources compared to the OCI configuration and API approach
D. Ensure you don't execute long-running Python processes in a notebook cell
E. Avoid having multiple users in the same notebook session due to the possibility of resource contention and write conflicts

Answer: A

Explanation:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify an invalid notebook session practice.
* Evaluate Options:
* A: Valid-Long runs should use Jobs, not notebooks.
* B: Valid-Terminal runs with logging are supported.
* C: Valid-Multi-user conflicts are a concern.
* D: Invalid-Copying from Object Storage to block volume is unnecessary; direct access is best.
* E: Valid-Resource principals are secure and recommended.
* Reasoning: D contradicts OCI's direct-access efficiency.
* Conclusion: D is incorrect.
OCI documentation advises: "Access data in Object Storage directly from notebook sessions using SDKs or resource principals-avoid local copies (D) unless necessary." A, B, C, and E are best practices-D is inefficient and not standard.
Oracle Cloud Infrastructure Data Science Documentation, "Notebook Session Best Practices".

NEW QUESTION # 105
......

We all know that 1z0-1110-25 learning guide can help us solve learning problems. But if it is too complex, not only can’t we get good results, but also the burden of students' learning process will increase largely. Unlike those complex and esoteric materials, our 1z0-1110-25 Preparation prep is not only of high quality, but also easy to learn. For our professional experts simplified the content of the1z0-1110-25 exam questions for all our customers to be understood.

1z0-1110-25 Latest Real Test: https://www.bootcamppdf.com/1z0-1110-25_exam-dumps.html

Alan Lee Alan Lee

Biography

Full Programs

Full Programs

About

Contact us