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Oracle 1Z0-1096-21 Exam Syllabus Topics:

SectionObjectives
Topic 1: Oracle Machine Learning Tools and APIs- OML4Py (Python integration)
  • 1. Python API usage with Autonomous Database
    • 2. Data science workflows in Python
      - OML4SQL and OML Notebooks
      • 1. Notebook-based development
        • 2. SQL-based machine learning workflows
          Topic 2: Data Preparation and Exploration- Feature engineering
          • 1. Feature selection and creation
            • 2. Handling missing and categorical data
              - Data access and manipulation in Autonomous Database
              • 1. SQL data preparation techniques
                • 2. Data cleansing and transformation
                  Topic 3: Oracle Machine Learning Fundamentals- Introduction to Oracle Machine Learning on Autonomous Database
                  • 1. Autonomous Database integration overview
                    • 2. OML architecture and components
                      Topic 4: Model Development and Deployment- Model training and evaluation
                      • 1. Performance evaluation metrics
                        • 2. Model selection and tuning
                          - Model deployment in Autonomous Database
                          • 1. Model scoring and inference
                            • 2. Operationalizing machine learning models
                              Topic 5: Machine Learning Models in OML- Supervised learning
                              • 1. Classification algorithms
                                • 2. Regression algorithms
                                  - Unsupervised learning
                                  • 1. Anomaly detection
                                    • 2. Clustering techniques

                                      1Z0-1096-21 Exam FAQs — Read Before You Register

                                      Basic understanding of SQL, data analysis, and machine learning concepts is recommended. Eligibility details like these are worth double-checking before you register — vendors revise them periodically, and the official exam page (official 1Z0-1096-21 exam page) always has the current version.

                                      The official Oracle Machine Learning using Autonomous Database 2021 Specialist outline has 5 domains — the biggest include Machine Learning Models in OML, Model Development and Deployment, Data Preparation and Exploration. Those weightings are your study compass: the largest domains hide the most points. See the full outline above for every subtopic.

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                                      Classroom hours alone won't tell you if you're ready — the 1Z0-1096-21 practice questions from ActualVCE will. Use them after the coursework to convert knowledge into exam performance.

                                      The Oracle Machine Learning using Autonomous Database 2021 Specialist is Oracle's official exam for the Oracle Machine Learning using Autonomous Database 2021 Specialist certification, a Specialist-level credential. Candidates take it to validate real skill — and employers read it exactly that way. It also connects to related credentials such as Oracle Cloud Data Science, Oracle Autonomous Database, Oracle Machine Learning.

                                      Oracle Machine Learning using Autonomous Database 2021 Specialist Sample Questions:

                                      Which feature of Oracle Machine Learning Notebooks should you use for data analysis, data discovery, data visualization, and collaboration on Oracle Autonomous Database?

                                      • A. Workspace
                                      • B. Job
                                      • C. Project
                                      • D. Notebook
                                      Reveal Solution  Discussion  0

                                      Correct Answer: D  🗳️

                                      Which two components support in-database automatic machine learning (AutoML) functionality?

                                      • A. OML Services a
                                      • B. OML4SQL
                                      • C. OML AutoML UI
                                      • D. OML4R
                                      • E. Oracle Data Miner
                                      • F. OML4Py
                                      Reveal Solution  Discussion  0

                                      Correct Answer: C,F  🗳️

                                      You want to predict which customers are likely to increase spending if given an additional credit card. Your task is to build a model using demographic and aggregated credit card data for customers who have used similar cards in the past.
                                      Which machine learning technique should you use to achieve this?

                                      • A. Regression
                                      • B. Attribute Importance
                                      • C. Feature Extraction
                                      • D. Classification
                                      Reveal Solution  Discussion  0

                                      Correct Answer: B  🗳️

                                      When managing models using the Model Repository screen from the OML AutoML UI, what are the four operations a user can do to models and model deployments?

                                      • A. Deploy an existing Oracle Machine Learning in-database model as a REST endpoint in OML Services.
                                      • B. Undeploy a previously deployed OML in-database model.
                                      • C. Change the owner of a previously deployed OML in-database model.
                                      • D. Delete an existing OML in-database model.
                                      • E. Change the deployment date of a previously deployed OML in-database model.
                                      • F. Change the namespace of a previously deployed OML in-database model.
                                      Reveal Solution  Discussion  0

                                      Correct Answer: A,C,E,F  🗳️

                                      You have developed a notebook in an Autonomous Database (ADB) and you need to share the notebook with your colleague to run on a different ADB instance.
                                      How should you enable your colleague to work with this notebook?

                                      • A. Save the notebook in .csv format and have your colleague import this notebook.
                                      • B. Save the notebook as a shared template.
                                      • C. Export the notebook in . json format and have your colleague import this notebook.
                                      • D. Make the notebook public.
                                      Reveal Solution  Discussion  0

                                      Correct Answer: A  🗳️

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