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Oracle 1z0-1096-22 Exam Syllabus Topics:

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

Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:

Question #1

You have created a notebook and want to run the notebook on a periodic schedule. How should you achieve this?

  • A. You have to login as the admin user and schedule a job to run the notebook.
  • B. You can create a job and schedule it to run a specific notebook.
  • C. You cannot run the notebook on the scheduled time.
  • D. You need to contact the database administrator to configure the notebook to run at a particular time.
Answer: B
Question #2

Examine the command:
%script
SET SQLFORMAT ANSICONSOLE
What is the output of a query if this sqlformat is set?

  • A. It formats the output columns to add ANSI characters as the delimiter string.
  • B. It formats the output columns with fixed-width columns with data enclosed in double quotation marks.
  • C. It formats the output columns to return ANSI characters.
  • D. It formats and resizes the output columns to the width of the data to save space.
Answer: C
Question #3

Which three tasks can be performed by an Oracle Machine Learning (OML) user with the Developer role?

  • A. Edit Example templates.
  • B. Create and run OML notebooks.
  • C. Transfer OML workspace to other users.
  • D. Create and run scratchpads.
  • E. Create other OML users.
  • F. Share notebooks.
Answer: B,D,F
Question #4

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

  • A. Job, Project, Workspace, Notebook
  • B. Notebook, Job, Project, OML User
  • C. Workspace, OML User, Notebook, Jobs
  • D. OML User, Notebook, Job
Answer: B
Question #5

Which type of machine learning algorithm is used to deal with noise in incoming data?

  • A. Dimensionality Reduction
  • B. Classification
  • C. Clustering
  • D. Regression
Answer: A

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