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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 versioning
                        • 2. Model metadata
                          MLOps and OCI Integration20%- OCI ecosystem
                          • 1. IAM and security
                            • 2. Object Storage
                              - Automation and pipelines
                              • 1. Model lifecycle management
                                • 2. CI/CD integration

                                  Oracle Cloud Infrastructure Data Science Professional Sample Questions:

                                  Question 1

                                  Which architecture is based on the principle of “never trust, always verify”?

                                  A. Fluid perimeter
                                  B. Zero trust
                                  C. Federated identity
                                  D. Defense in depth


                                  Question 2

                                  Which of these options allow the sharing and loading back of ML models into a notebook session?

                                  A. Model taxonomy
                                  B. Model catalog
                                  C. Model provenance
                                  D. Model deployment


                                  Question 3

                                  You are creating an Oracle Cloud Infrastructure (OCI) Data Science job that will run on a recurring basis in a production environment. This job will pick up sensitive data from an Object Storage Bucket, train a model, and save it to the model catalog. How would you design the authentication mechanism for the job?

                                  A. Create a pre-authenticated request (PAR) for the Object Storage bucket and use that in the job code
                                  B. Store your personal OCI config file and keys in the Vault, and access the Vault through the job run resource principal
                                  C. Use the resource principal of the job run as the signer in the job code, ensuring there is a dynamic group for this job run with appropriate access to Object Storage and the model catalog
                                  D. Package your personal OCI config file and keys in the job artifact


                                  Question 4

                                  You are a data scientist working for a utilities company. You have developed an algorithm that detects anomalies from a utility reader in the grid. The size of the model artifact is about 2 GB, and you are trying to store it in the model catalog. Which THREE interfaces could you use to save the model artifact into the model catalog?

                                  A. Git CLI
                                  B. OCI Python SDK
                                  C. Accelerated Data Science (ADS) Software Development Kit (SDK)
                                  D. Oracle Cloud Infrastructure (OCI) Command Line Interface (CLI)
                                  E. Console
                                  F. ODSC CLI


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


                                  Solutions:

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

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