Oracle 1Z0-1110-26 Fragen und Antworten, Oracle Cloud Infrastructure Data Science Professional Prüfungsfragen

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Oracle 1Z0-1110-26 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: OCI Data Science Service30%- Projects and notebooks
  • 1. Conda environments
    • 2. Notebook sessions
      - Model catalog
      • 1. Model versioning
        • 2. Model metadata
          Topic 2: Model Development and Deployment30%- Model training
          • 1. Hyperparameter optimization
            • 2. Experiments
              - Model deployment
              • 1. Prediction endpoints
                • 2. Deployment creation
                  Topic 3: Machine Learning Fundamentals20%- Supervised learning
                  • 1. Classification
                    • 2. Regression
                      - Unsupervised learning
                      • 1. Dimensionality reduction
                        • 2. Clustering
                          Topic 4: MLOps and OCI Integration20%- OCI ecosystem
                          • 1. Object Storage
                            • 2. IAM and security
                              - Automation and pipelines
                              • 1. Model lifecycle management
                                • 2. CI/CD integration

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                                  Oracle Cloud Infrastructure Data Science Professional 1Z0-1110-26 Prüfungsfragen mit Lösungen (Q59-Q64):

                                  59. Frage
                                  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?

                                  Antwort: A

                                  Begründung:
                                  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&#x2014;likely no internet outbound route.
                                  Evaluate Options:
                                  A: NAT Gateway&#x2014;Provides internet access for private subnets&#x2014;correct fix.
                                  B: Service Gateway&#x2014;Accesses OCI services privately, not public internet.
                                  C: FastConnect&#x2014;Links to on-premises, not public internet.
                                  D: VNIC&#x2014;Essential but present by default; doesn&#x2019;t solve internet access.
                                  Reasoning: NAT Gateway enables outbound traffic to public repos like PyPI.
                                  Conclusion: A is correct.
                                  OCI documentation notes: &#x201C;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.&#x201D; Service Gateway (B) is for OCI services, FastConnect (C) is irrelevant, and VNIC (D) is standard&#x2014;only A resolves the issue.
                                  1: Oracle Cloud Infrastructure Data Science Documentation, &quot;Networking for Notebook Sessions&quot;.


                                  60. Frage
                                  You want to evaluate the relationship between feature values and target variables. You have a large number of observations having a near uniform distribution and the features are highly correlated. Which model explanation technique should you choose?

                                  Antwort: D

                                  Begründung:
                                  Detailed Answer in Step-by-Step Solution:
                                  Objective: Select an explanation technique for feature-target relationships with correlated features.
                                  Evaluate Options:
                                  A: Permutation&#x2014;Breaks with high correlation.
                                  B: LIME&#x2014;Local, not global relationships.
                                  C: Dependence&#x2014;Not a standard term; vague.
                                  D: ALE&#x2014;Handles correlation, shows feature effects&#x2014;correct.
                                  Reasoning: ALE is robust to correlated features, ideal here.
                                  Conclusion: D is correct.
                                  OCI documentation states: &#x201C;Accumulated Local Effects (ALE) (D) evaluates feature-target relationships, accounting for correlations, unlike permutation importance (A) which falters with high correlation.&#x201D; B is local, C isn&#x2019;t defined&#x2014;only D fits per OCI&#x2019;s explanation tools.
                                  1: Oracle Cloud Infrastructure Data Science Documentation, &quot;Model Explanation Techniques&quot;.


                                  61. Frage
                                  Which Oracle Cloud Service provides restricted access to target resources?

                                  Antwort: B

                                  Begründung:
                                  Detailed Answer in Step-by-Step Solution:
                                  Objective: Identify the OCI service for restricted resource access.
                                  Evaluate Options:
                                  A: Bastion&#x2014;Secure, temporary access to resources&#x2014;correct.
                                  B: Internet Gateway&#x2014;Public access, not restricted.
                                  C: Load Balancer&#x2014;Distributes traffic, not access control.
                                  D: SSL Certificate&#x2014;Secures comms, not access.
                                  Reasoning: Bastion limits access (e.g., SSH) to specific targets.
                                  Conclusion: A is correct.
                                  OCI documentation states: &#x201C;OCI Bastion (A) provides restricted, audited access to target resources like instances, typically via SSH.&#x201D; B, C, and D don&#x2019;t restrict&#x2014;only A fits per OCI&#x2019;s security services.
                                  1: Oracle Cloud Infrastructure Bastion Documentation, &quot;Overview&quot;.


                                  62. Frage
                                  Which Oracle Data Safe feature minimizes the amount of personal data and allows internal test, development, and analytics teams to operate with reduced risk?

                                  Antwort: A

                                  Begründung:
                                  Detailed Answer in Step-by-Step Solution:
                                  Objective: Identify the Data Safe feature that reduces personal data exposure.
                                  Understand Data Safe: Secures sensitive data in OCI databases.
                                  Evaluate Options:
                                  A: Encryption&#x2014;Protects data, doesn&#x2019;t minimize it.
                                  B: Assessment&#x2014;Identifies risks, doesn&#x2019;t alter data.
                                  C: Masking&#x2014;Obfuscates personal data (e.g., SSNs)&#x2014;correct.
                                  D: Discovery&#x2014;Locates sensitive data, doesn&#x2019;t reduce it.
                                  E: Auditing&#x2014;Tracks access, doesn&#x2019;t minimize data.
                                  Reasoning: Masking replaces sensitive data, reducing risk for teams&#x2014;fits goal.
                                  Conclusion: C is correct.
                                  OCI documentation states: &#x201C;Data masking (C) in Data Safe transforms sensitive data into anonymized versions, minimizing exposure for test, dev, and analytics use.&#x201D; A protects, B assesses, D finds, E audits&#x2014;only C reduces data per OCI&#x2019;s Data Safe features.
                                  1: Oracle Cloud Infrastructure Data Safe Documentation, &quot;Data Masking Overview&quot;.


                                  63. Frage
                                  Which of the following best describes the principal goal of data science?

                                  Antwort: A

                                  Begründung:
                                  Detailed Answer in Step-by-Step Solution:
                                  Objective: Define data science&#x2019;s main goal.
                                  Evaluate Options:
                                  A: Archiving&#x2014;Not the focus; too narrow.
                                  B: Analyze for insights/business value&#x2014;Core purpose&#x2014;correct.
                                  C: Prep for analytics&#x2014;Means, not the end goal.
                                  D: Output-focused&#x2014;Vague, incomplete.
                                  Reasoning: B captures the actionable insight generation central to data science.
                                  Conclusion: B is correct.
                                  OCI documentation defines data science as &#x201C;mining and analyzing large datasets to uncoveractionable insights for operational improvements and business value.&#x201D; A is storage-focused, C is preparatory, and D is unclear&#x2014;only B reflects the principal goal per OCI&#x2019;s mission.
                                  1: Oracle Cloud Infrastructure Data Science Documentation, &quot;What is Data Science?&quot;.


                                  64. Frage
                                  ......

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