최신버전1Z0-1110-26최신덤프공부자료완벽한시험최신버전덤프자료샘플문제

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Oracle 1Z0-1110-26 Exam Syllabus Topics:
| Section | Objectives |
|---|
| Topic 1: Design and Set Up Data Science Workspace | - Manage notebook sessions and compute resources - Use Accelerated Data Science SDK and open source tools - Create and configure Data Science projects
|
| Topic 2: Apply MLOps Practices | - Implement model lifecycle management - Monitor and maintain machine learning models - Use best practices for operationalizing ML solutions
|
| Topic 3: 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 4: Implement End-to-End Machine Learning Lifecycle | - Prepare and manage datasets - Automate machine learning workflows and pipelines - Save and manage models using Model Catalog - Build, train, and evaluate machine learning models - Deploy models and consume model endpoints
|
| Topic 5: OCI Data Science - Introduction and Configuration | - Configure and manage Data Science resources - Use OCI Data Science notebooks and sessions - Understand OCI Data Science service concepts and architecture
|
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1Z0-1110-26최고품질 인증시험덤프데모 - 1Z0-1110-26인기자격증 인증시험덤프
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최신 Oracle Cloud 1Z0-1110-26 무료샘플문제 (Q12-Q17):
질문 # 12
As a data scientist for a hardware company, you have been asked to predict the revenue demand for the upcoming quarter. You develop a time series forecasting model to analyze the dat a. Select the correct sequence of steps to predict the revenue demand values for the upcoming quarter.
- A. Prepare model, deploy, verify, save, predict
- B. Prepare model, verify, save, deploy, predict
- C. Verify, prepare model, deploy, save, predict
- D. Predict, deploy, save, verify, prepare model
정답:B
설명:
Detailed Answer in Step-by-Step Solution:
Prepare Model: Build and train the time series model using historical data.
Verify: Validate the model’s accuracy (e.g., using metrics like MAE or RMSE).
Save: Store the trained model (e.g., in the OCI Model Catalog).
Deploy: Make the model available for predictions (e.g., via OCI Model Deployment).
Predict: Generate revenue forecasts for the upcoming quarter.
Evaluate Options: D follows this logical flow; others (e.g., A starts with “verify” before preparation) don’t.
In OCI Data Science, the workflow for time series forecasting involves preparing the model (training), verifying its performance, saving it to the catalog, deploying it, and then predicting. This sequence is standard for ML deployment in OCI, as per the documentation. (Oracle Cloud Infrastructure Data Science Documentation, "Time Series Forecasting Workflow").
질문 # 13
Which step is unique to MLOps, as opposed to DevOps?
- A. Continuous integration
- B. Continuous deployment
- C. Continuous training
- D. Continuous delivery
정답:C
설명:
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.
1: Oracle Cloud Infrastructure Data Science Documentation, "MLOps Concepts".
질문 # 14
What is the primary difference between a data scientist and a data engineer?
- A. A data engineer creates data flows to be used as templates by the data analyst.
- B. A data engineer analyzes data after a data scientist collects and prepares it.
- C. A data engineer collects and prepares data, and a data scientist then analyzes it.
- D. A data engineer builds data pipelines and helps prepare data, while a data scientist is responsible for data collection, preparation, and analysis.
정답:C
설명:
Detailed Answer in Step-by-Step Solution:
Objective: Differentiate data scientist vs. data engineer roles.
Define Roles:
Data Engineer: Builds pipelines, prepares data.
Data Scientist: Analyzes data, builds models.
Evaluate Options:
A: Engineer preps, scientist analyzes—Correct division.
B: Reverses roles—Incorrect.
C: Overlaps roles—Scientist doesn’t typically build pipelines.
D: Misaligns—Analyst isn’t the focus.
Reasoning: A reflects standard role separation.
Conclusion: A is correct.
OCI documentation notes: “Data engineers focus on collecting and preparing data through pipelines, while data scientists analyze it to derive insights and build models.” A aligns, B inverts, C overcomplicates, and D shifts focus—only A is accurate.
1: Oracle Cloud Infrastructure Data Science Documentation, "Roles in Data Science".
질문 # 15
Which statement about Oracle Cloud Infrastructure Data Science Jobs is true?
- A. Jobs comes with a set of standard tasks that cannot be customized
- B. You must use a single Shell/Bash or Python artifact to run a job
- C. Jobs provisions the infrastructure to run a process on-demand
- D. You must create and manage your own Jobs infrastructure
정답:C
설명:
Detailed Answer in Step-by-Step Solution:
Objective: Identify a true statement about OCI Data Science Jobs.
Understand OCI Jobs: Jobs automate ML tasks (e.g., training) on managed infrastructure.
Evaluate Options:
A: True—Jobs provision OCI compute resources on-demand for task execution.
B: False—Users define custom tasks (e.g., Python scripts), not limited to standard ones.
C: False—Infrastructure is fully managed by OCI, not user-managed.
D: False—Multiple artifacts (e.g., ZIP with dependencies) can be used, not just one file.
Reasoning: A reflects OCI’s managed, on-demand provisioning model for Jobs.
Conclusion: A is correct.
The OCI Data Science documentation states: “Jobs provision compute infrastructure on-demand to execute user-defined tasks, such as model training or data processing, on fully managed OCI resources.” B is incorrect (customization is allowed), C contradicts the managed nature, and D misstates artifact flexibility—only A accurately describes Jobs.
1: Oracle Cloud Infrastructure Data Science Documentation, "Jobs Overview".
질문 # 16
Which is NOT a valid OCI Data Science notebook session approach?
- A. 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
- B. 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
- C. Ensure you don’t execute long-running Python processes in a notebook cell
- D. Run the process directly in the terminal and use Python logging to get updates on the progress of your job
- E. Avoid having multiple users in the same notebook session due to the possibility of resource contention and write conflicts
정답:B
설명:
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.
1: Oracle Cloud Infrastructure Data Science Documentation, "Notebook Session Best Practices".
질문 # 17
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