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Oracle 1Z0-1110-26 Exam Syllabus Topics:

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

                                  Oracle Cloud Infrastructure Data Science Professional Sample Questions:

                                  Question 1

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


                                  Question 2

                                  You have just started as a data scientist at a healthcare company. You have been asked to analyze and improve a deep neural network model, which was built based on the electrocardiogram records of patients. There are no details about the model framework that was built. What would be the best way to find more details about the machine learning models inside the model catalog?

                                  A. Refer to the code inside the model
                                  B. Check for model taxonomy details
                                  C. Check for provenance details
                                  D. Check for metadata tags


                                  Question 3

                                  Which encryption is used for Oracle Data Science?

                                  A. 256-bit Advanced Encryption Standard (AES-256)
                                  B. Triple DES (TDES)
                                  C. Data Encryption Standard (DES)
                                  D. Twofish
                                  E. Rivest Shamir Adleman (RSA)


                                  Question 4

                                  You have a dataset with fewer than 1000 observations, and you are using Oracle AutoML to build a classifier. While visualizing the results of each stage of the Oracle AutoML pipeline, you notice that no visualization has been generated for one of the stages. Which stage is not visualized?

                                  A. Hyperparameter tuning
                                  B. Algorithm selection
                                  C. Feature selection
                                  D. Adaptive sampling


                                  Question 5

                                  You want to create an anomaly detection model using the OCI Anomaly Detection service that avoids as many false alarms as possible. False Alarm Probability (FAP) indicates model performance. How would you set the value of the False Alarm Probability?

                                  A. Low
                                  B. Use a function
                                  C. Zero
                                  D. High


                                  Solutions:

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

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