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Oracle 1z0-1096-22 Exam Syllabus Topics:

SectionWeightObjectives
Building and Evaluating Models25%- Model development and validation
  • 1. Model tuning and optimization
  • 2. OML4SQL, OML4Py, and OML4R usage
  • 3. Model performance metrics and evaluation
  • 4. Classification, regression, clustering, association rules
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
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
Data Preparation and Exploration20%- Data access and transformation
  • 1. Using OML4SQL and OML Notebooks for data exploration
  • 2. Handling missing values and outliers
  • 3. Feature engineering and normalization
  • 4. Data profiling and visualization
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
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

Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:

Which three data sources can be immediately used for model building in Oracle Machine Learning?

  • A. Oracle Database External tables
  • B. CSV files
  • C. JSON files
  • D. Oracle Database tables
  • E. Oracle Database views
Reveal Solution  Discussion  0

Correct Answer: A,C,D  🗳️

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

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

Correct Answer: B  🗳️

To navigate to a specific notebook provided by another user, which is the correct workflow?

  • A. Create user > Change workspace > Open notebook
  • B. Select workspace > Select project > List notebooks > Open notebook
  • C. Change user > Open notebook > Create project
  • D. Change project > Change workspace > Open notebook
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for Pass4sures members. You can sign-up / login (it's free).

Examine the command:
%sql
SELECT CUST_MARITAL_STATUS, MEDIAN <COST_CREDIT__LIMIT)
FROM SH. CUSTOMERS GROUP BY CUST_MARITAL_STATUS;
Which statement is true about running this command where the table has columns cust_maritax._statu3 (VARCHAR2) and cost_credit_limit (number) with 100k rows of non-null data?

  • A. It will return an error.
  • B. It will return a customer's marital status and credit limit grouped by marital status
  • C. It will return the marital status and credit limit of each customer.
  • D. It will return the median value of customer credit limit grouped by marital status.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

You want to analyze the spike in sales during weekends in India (Saturday and Sunday) and also perform a similar analysis for weekends in Dubai (Friday and Saturday). You will be reusing these notebooks in similar situations over time. You do not want to share them with other users.
Which template should you use?

  • A. Personal
  • B. Public
  • C. Shared
  • D. Example
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for Pass4sures members. You can sign-up / login (it's free).

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