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

                                  Oracle Cloud Infrastructure Data Science Professional Sample Questions:

                                  Question 1

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

                                  A. Data encryption
                                  B. Data auditing
                                  C. Data discovery
                                  D. Data masking
                                  E. Security assessment


                                  Question 2

                                  In which two ways can you improve data durability in Oracle Cloud Infrastructure Object Storage?

                                  A. Limit delete permissions
                                  B. Enable Versioning
                                  C. Setup volumes in a RAID1 configuration
                                  D. Enable server-side encryption
                                  E. Enable client-side encryption


                                  Question 3

                                  True or false? Data scientists typically need a combination of technical skills, nontechnical ones, and suitable personality traits to be successful.

                                  A. True
                                  B. False


                                  Question 4

                                  You want to make your model more parsimonious to reduce the cost of collecting and processing dat a. You plan to do this by removing features that are highly correlated. You would like to create a heatmap that displays the correlation so that you can identify candidate features to remove. Which Accelerated Data Science (ADS) SDK method would be appropriate to display the correlation between Continuous and Categorical features?

                                  A. corr()
                                  B. pearson_plot()
                                  C. correlation_ratio_plot()
                                  D. cramersv_plot()


                                  Question 5

                                  True or false? Bias is a common problem in data science applications.

                                  A. True
                                  B. False


                                  Solutions:

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

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