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Oracle 1Z0-1110-26 Exam Syllabus Topics:

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

                                  Oracle Cloud Infrastructure Data Science Professional Sample Questions:

                                  Question 1

                                  How are datasets exported in the OCI Data Labeling service?

                                  A. As a binary file
                                  B. As a line-delimited JSON file
                                  C. As a CSV file
                                  D. As an XML file


                                  Question 2

                                  Which feature of Oracle Cloud Infrastructure Data Science provides an interactive coding environment for building and training machine learning models?

                                  A. Notebook Sessions
                                  B. Projects
                                  C. Model Catalog
                                  D. Jobs


                                  Question 3

                                  As a data scientist, you use the Oracle Cloud Infrastructure (OCI) Language service to train custommodels. Which types of custom models can be trained?

                                  A. Object detection, Text classification
                                  B. Sentiment Analysis, Named Entity Recognition (NER)
                                  C. Text classification, Named Entity Recognition (NER)
                                  D. Image classification, Named Entity Recognition (NER)


                                  Question 4

                                  You have built a machine model to predict whether a bank customer is going to default on a loan. You want to use Local Interpretable Model-Agnostic Explanations (LIME) to understand a specific prediction. What is the key idea behind LIME?

                                  A. Model-agnostic techniques are more interpretable than techniques that are dependent on the types of models
                                  B. Local explanation techniques are model-agnostic, while global explanation techniques are not
                                  C. Global and local behaviours of machine learning models are similar
                                  D. Global behaviour of a machine learning model may be complex, while the local behaviour may be approximated with a simpler surrogate model


                                  Question 5

                                  Which statement about Oracle Cloud Infrastructure Multi-Factor Authentication (MFA) is NOT valid?

                                  A. Users must install a supported authenticator app on the mobile device they intend to register for MFA
                                  B. An administrator can disable MFA for another user
                                  C. A user can register only one device to use for MFA
                                  D. Users cannot disable MFA for themselves


                                  Solutions:

                                  Question 1
                                  Answer: B
                                  Question 2
                                  Answer: A
                                  Question 3
                                  Answer: C
                                  Question 4
                                  Answer: D
                                  Question 5
                                  Answer: C

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