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Oracle 1Z0-1110-26 Exam Syllabus Topics:

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

                                  Oracle Cloud Infrastructure Data Science Professional Sample Questions:

                                  Question 1

                                  Which components are a part of the OCI Identity and Access Management service?

                                  A. VCN
                                  B. Regional subnets
                                  C. Policies
                                  D. Compute instances


                                  Question 2

                                  You have a complex Python code project that could benefit from using Data Science Jobs as it is a repeatable machine learning model training task. The project contains many sub-folders and classes. What is the best way to run this project as a Job?

                                  A. ZIP the entire code project folder and upload it as a Job artifact on job creation. Jobs identifies the main executable file automatically
                                  B. ZIP the entire code project folder and upload it as a Job artifact. Jobs automatically identifies the main top-level where the code is run
                                  C. ZIP the entire code project folder, upload it as a Job artifact on job creation, and set JOB_RUN_ENTRYPOINT to point to the main executable file
                                  D. Rewrite your code so that it is a single executable Python or Bash/Shell script file


                                  Question 3

                                  Why is data sampling useful for data scientists?

                                  A. It lets them analyze datasets in small batches to reduce their use of system resources.
                                  B. It enables them to use a representative subset of data to build accurate analytical models more quickly.
                                  C. It reduces the amount of data storage space that’s required for data science applications.


                                  Question 4

                                  What is a common maxim about data scientists?

                                  A. They spend 80% of their time finding and preparing data and 20% analyzing it.
                                  B. They spend 80% of their time analyzing data and 20% finding and preparing it.
                                  C. They spend 80% of their time on failed analytics projects and 20% doing useful work.


                                  Question 5

                                  How are datasets exported in the OCI Data Labeling service?

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


                                  Solutions:

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

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