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Oracle 1z0-1096-22 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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 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: 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
Topic 4: 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 5: 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 6: 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

Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:

1. 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


2. 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


3. 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


4. 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.


5. 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


Solutions:

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

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