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Oracle 1z0-1096-22 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Preparation and Exploration20%- Data access and transformation
  • 1. Feature engineering and normalization
  • 2. Data profiling and visualization
  • 3. Handling missing values and outliers
  • 4. Using OML4SQL and OML Notebooks for data exploration
Topic 2: OML Notebooks and Environment15%- Workspace and notebook management
  • 1. Sharing, collaboration, and job scheduling
  • 2. Creating projects, workspaces, and notebooks
  • 3. SQL, PL/SQL, Python, and R notebook execution
Topic 3: Building and Evaluating Models25%- Model development and validation
  • 1. Classification, regression, clustering, association rules
  • 2. Model performance metrics and evaluation
  • 3. OML4SQL, OML4Py, and OML4R usage
  • 4. Model tuning and optimization
Topic 4: AutoML and Model Management15%- Automated machine learning
  • 1. AutoML experiments and feature selection
  • 2. Model registration, versioning, and deployment
  • 3. Algorithm recommendation and model generation
Topic 5: Administration and Security10%- Access control and privileges
  • 1. Monitoring and maintenance
  • 2. User and role management for OML
  • 3. Security policies and data access permissions
Topic 6: Oracle Machine Learning Fundamentals15%- Machine learning concepts and paradigms
  • 1. In-database machine learning architecture
  • 2. Supervised, unsupervised, and semi-supervised learning
  • 3. OML components and integration with Autonomous Database

Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:

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. Make the notebook public.
  • B. Save the notebook in .csv format and have your colleague import this notebook.
  • C. Save the notebook as a shared template.
  • D. Export the notebook in . json format and have your colleague import this notebook.
Answer: D

You have created a workspace in Oracle Machine Learning Notebooks and want to share it with collaborators by granting permissions to access your workspace. You want to enable other users to run and modify your notebooks but do not want to provide the ability to schedule jobs that run your notebooks.
Which permission type should be granted to this user?

  • A. Developer
  • B. Editor
  • C. Manager
  • D. Viewer
Answer: A

An OML AutoML UI Experiment is a work unit that minimally contains the definition of which three options? (Choose three.)

  • A. Prediction Target
  • B. Data Source
  • C. Algorithm
  • D. Parameters
  • E. Prediction Type
Answer: A,B,E

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What is the correct sequence of creating items in Oracle Machine Learning (OML) Notebooks when setting up a new Autonomous Database instance?

  • A. OML User, Notebook, Job
  • B. Notebook, Job, Project, OML User
  • C. Job, Project, Workspace, Notebook
  • D. Workspace, OML User, Notebook, Jobs
Answer: B

You have shared your workspace with other users. You want to allow them to run and update the notebooks. However, you do not want to provide the ability to schedule the jobs to run notebooks.
Which permission should be granted to other users?

  • A. Admin
  • B. Developer
  • C. Manager
  • D. Viewer
Answer: D

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