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Oracle 1z0-1096-22 Exam Syllabus Topics:

SectionWeightObjectives
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 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
Building and Evaluating Models25%- Model development and validation
  • 1. Model performance metrics and evaluation
  • 2. OML4SQL, OML4Py, and OML4R usage
  • 3. Model tuning and optimization
  • 4. Classification, regression, clustering, association rules
AutoML and Model Management15%- Automated machine learning
  • 1. Algorithm recommendation and model generation
  • 2. Model registration, versioning, and deployment
  • 3. AutoML experiments and feature selection
Administration and Security10%- Access control and privileges
  • 1. User and role management for OML
  • 2. Monitoring and maintenance
  • 3. Security policies and data access permissions
Data Preparation and Exploration20%- Data access and transformation
  • 1. Feature engineering and normalization
  • 2. Using OML4SQL and OML Notebooks for data exploration
  • 3. Data profiling and visualization
  • 4. Handling missing values and outliers

Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:

1. 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) Viewer
C) Manager
D) Editor


2. You are using Oracle Machine Learning with Autonomous Database for the first time. After creating an Autonomous Database, what is the next step that you have to perform?

A) Create an ML notebook
B) Create an OML user
C) Connect to the Database
D) Create a compartment


3. 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) Shared
C) Public
D) Example


4. 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 the marital status and credit limit of each customer.
B) It will return an error.
C) It will return the median value of customer credit limit grouped by marital status.
D) It will return a customer's marital status and credit limit grouped by marital status


5. Which three types of templates are available in Oracle Machine Learning Notebooks?

A) Personal templates
B) Public templates
C) Shared templates
D) Custom templates
E) Example templates


Solutions:

Question # 1
Answer: A
Question # 2
Answer: B
Question # 3
Answer: A
Question # 4
Answer: C
Question # 5
Answer: A,C,E

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