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1z0-1110-25ミシュレーション問題、1z0-1110-25練習問題集
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Oracle 1z0-1110-25 認定試験の出題範囲:
トピック
出題範囲
トピック 1
- 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.
トピック 2
- 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.
トピック 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.
トピック 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.
トピック 5
- 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.
1z0-1110-25練習問題集、1z0-1110-25合格体験談
1z0-1110-25学習テストは、シラバスの変更と、Oracle歴史的な質問や業界の動向に基づいた理論と実践の最新の進展に応じて、何百人もの専門家によって改訂された高品質の製品でした。 あなたが学生であろうとオフィスワーカーであろうと、ルーキーであろうと長年の経験を積んだベテランであろうと、1z0-1110-25ガイドトレントが最適です。 1z0-1110-25学習教材の主な利点は、98%以上のOracle Cloud Infrastructure 2025 Data Science Professional高い合格率であり、1z0-1110-25試験に合格するには十分です。
Oracle Cloud Infrastructure 2025 Data Science Professional 認定 1z0-1110-25 試験問題 (Q62-Q67):
質問 # 62
You have an embarrassingly parallel or distributed batch job with a large amount of data running using Data Science Jobs. What would be the best approach to run the workload?
- A. Create a new job for every job run that you have to run in parallel, because the Data Science Job service can have only one job per job
- B. Create a job in Data Science Jobs and then start the number of simultaneous job runs required for your workload
- C. Reconfigure the job run because Data Science Jobs does not support embarrassingly parallel
- D. Create the job in Data Science Jobs and start a job run. When it is done, start a new job run until you achieve the number of runs required
正解:B
解説:
Detailed Answer in Step-by-Step Solution:
* Objective: Optimize an embarrassingly parallel job in OCI Data Science Jobs.
* Define Embarrassingly Parallel: Tasks are independent, ideal for simultaneous runs.
* Evaluate Options:
* A: Multiple simultaneous runs-Leverages parallelism-correct.
* B: One job per run-Misstates capability; unnecessary complexity.
* C: Sequential runs-Inefficient, ignores parallelism.
* D: False-Jobs support parallelism.
* Reasoning: A maximizes efficiency for parallel tasks.
* Conclusion: A is correct.
OCI documentation states: "For embarrassingly parallel workloads, create a single Job and launch multiple simultaneous Job Runs to process data in parallel." B misinterprets limits, C wastes time, and D denies capability-only A fits OCI's design.
Oracle Cloud Infrastructure Data Science Documentation, "Parallel Job Runs".
質問 # 63
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?
- A. odsc conda create --file manifest.yaml
- B. odsc conda list --override
- C. conda activate /home/datascience/conda/<SLUG>
- D. odsc conda init --bucket_namespace <NAMESPACE> --bucket_name <BUCKET>
- E. odsc conda publish --slug <SLUG>
正解:D、E
解説:
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-correct final step.
* B: Lists envs-unrelated to publishing.
* C: Sets bucket details-required setup-correct.
* D: Creates env-not publishing.
* E: Activates env-not for sharing.
* Reasoning: C sets up, A executes-standard workflow.
* Conclusion: A and C are correct.
OCI documentation states: "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." B, D, and E serve other purposes-only A and C are required per OCI's process.
Oracle Cloud Infrastructure Data Science CLI Reference, "Publishing Conda Environments".
質問 # 64
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 network configuration?
- A. The NAT Gateway with public internet access
- B. Primary Virtual Network Interface Card (VNIC)
- C. FastConnect to an on-premises network
- D. Service Gateway with private subnet access
正解:A
解説:
Detailed Answer in Step-by-Step Solution:
* Objective: Diagnose a network timeout during pip install in a notebook session.
* Understand Notebook Networking: Sessions run in a VCN; internet access requires specific configs.
* Analyze Timeout: Indicates failure to reach the public PyPI repository-likely no internet outbound route.
* Evaluate Options:
* A: NAT Gateway-Provides internet access for private subnets-correct fix.
* B: Service Gateway-Accesses OCI services privately, not public internet.
* C: FastConnect-Links to on-premises, not public internet.
* D: VNIC-Essential but present by default; doesn't solve internet access.
* Reasoning: NAT Gateway enables outbound traffic to public repos like PyPI.
* Conclusion: A is correct.
OCI documentation notes: "Notebook sessions in a private subnet require a NAT Gateway to access public internet resources, such as PyPI, for package installation via pip. Without it, network timeouts occur." Service Gateway (B) is for OCI services, FastConnect (C) is irrelevant, and VNIC (D) is standard-only A resolves the issue.
Oracle Cloud Infrastructure Data Science Documentation, "Networking for Notebook Sessions".
質問 # 65
Which Web Application Firewall (WAF) service component must be configured to allow, block, or log network requests when they meet specified criteria?
- A. Protection rules
- B. Web Application Firewall policy
- C. Origin
- D. Bot Management
正解:A
解説:
Detailed Answer in Step-by-Step Solution:
* Objective: Identify the WAF component that controls request actions based on criteria.
* Understand WAF Components:
* Protection Rules: Define conditions and actions (e.g., allow, block, log).
* Bot Management: Handles bot traffic, not general request rules.
* Origin: Backend server endpoint, not rule-based.
* WAF Policy: Umbrella config, but rules specify actions.
* Evaluate Options:
* A: Protection rules-Set specific criteria and actions-correct.
* B: Bot Management-Bot-specific, not general requests.
* C: Origin-Defines source, not actions.
* D: WAF policy-Broad config, not the granular rules.
* Reasoning: Protection rules directly manage request behavior-fit the requirement.
* Conclusion: A is correct.
OCI documentation states: "Protection rules (A) in WAF define conditions (e.g., IP, URL) and actions (allow, block, log) for incoming requests." Bot Management (B) targets bots, Origin (C) is a target server, and WAF Policy (D) encompasses rules but isn't the action specifier-only A aligns with OCI's WAF configuration.
Oracle Cloud Infrastructure WAF Documentation, "Protection Rules".
質問 # 66
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.
正解:C
解説:
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.
Oracle Cloud Infrastructure Data Science Documentation, "Roles in Data Science".
質問 # 67
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