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Oracle 1z0-1096-22 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Building and Evaluating Models25%- Model development and validation
  • 1. Model performance metrics and evaluation
  • 2. Model tuning and optimization
  • 3. Classification, regression, clustering, association rules
  • 4. OML4SQL, OML4Py, and OML4R usage
Topic 2: 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 3: 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 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: 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 6: Administration and Security10%- Access control and privileges
  • 1. Security policies and data access permissions
  • 2. User and role management for OML
  • 3. Monitoring and maintenance

Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:

1. 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) Example
D) Public


2. 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) Manager
B) Editor
C) Developer
D) Viewer


3. You are creating a job that should run a notebook every hour. You want to make sure that the job does not run repeatedly if there are more than five consecutive failures to run the job.
Which option should you set while creating the job?

A) Timeout in Minutes
B) Minimum Failure Allowed
C) Maximum Number of Runs
D) Maximum Failure Allowed


4. Which output formats are supported by the SET SQLFORMAT command? (Choose three.)

A) HTML
B) TXT
C) CSV
D) JSON


5. How can you share a notebook with multiple developers for a collaborative effort with notebook editing?

A) Notebooks cannot be shared for collaborating with other users.
B) You create different notebooks, edit separately, and merge later.
C) You can share notebooks if you have Viewer permissions.
D) You can share notebooks if you have Developer permissions.


Solutions:

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

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