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Oracle 1z0-1096-22 Exam Syllabus Topics:

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

Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:

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

  • A. Prediction Type
  • B. Parameters
  • C. Data Source
  • D. Algorithm
  • E. Prediction Target
Reveal Solution  Discussion  0

Correct Answer: A,C,E  🗳️

Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).

In an Oracle Machine Learning notebook, which is the correct syntax for starting a SQL script in Scratchpad?

  • A. %sql
  • B. @sql
  • C. #sql
  • D. Ssql
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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

  • A. Workspace, OML User, Notebook, Jobs
  • B. Notebook, Job, Project, OML User
  • C. OML User, Notebook, Job
  • D. Job, Project, Workspace, Notebook
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

What are three key features of Oracle Machine Learning Notebooks?

  • A. They support SQL, PL/SQL, JavaScript, and PHP scripting languages.
  • B. They provide a collaborative notebook interface on Oracle Autonomous Database.
  • C. They enable job scheduling of notebooks on a recurring schedule.
  • D. They support integration with Oracle Data Miner-ID
  • E. They enable access to in database implementation of machine learning algorithms.
Reveal Solution  Discussion  0

Correct Answer: A,C,D  🗳️

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

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

Correct Answer: B  🗳️

Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).

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