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Oracle 1z0-1096-22 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Administration and Security	10%	- Access control and privileges 1. Security policies and data access permissions 2. User and role management for OML 3. Monitoring and maintenance
Topic 2: Building and Evaluating Models	25%	- Model development and validation 1. OML4SQL, OML4Py, and OML4R usage 2. Classification, regression, clustering, association rules 3. Model tuning and optimization 4. Model performance metrics and evaluation
Topic 3: OML Notebooks and Environment	15%	- Workspace and notebook management 1. SQL, PL/SQL, Python, and R notebook execution 2. Creating projects, workspaces, and notebooks 3. Sharing, collaboration, and job scheduling
Topic 4: Data Preparation and Exploration	20%	- Data access and transformation 1. Using OML4SQL and OML Notebooks for data exploration 2. Feature engineering and normalization 3. Data profiling and visualization 4. Handling missing values and outliers
Topic 5: AutoML and Model Management	15%	- Automated machine learning 1. Model registration, versioning, and deployment 2. AutoML experiments and feature selection 3. Algorithm recommendation and model generation
Topic 6: Oracle Machine Learning Fundamentals	15%	- 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

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

Reveal Solution Discussion 0

Correct Answer: A 🗳️

Question #2

Which two statements are true about Classification algorithms?

A. They predict numeric values along a continuum.
B. They extract rules using unsupervised learning.
C. They assign cases to target categories.
D. They require known outcomes to guide the learning process.

Reveal Solution Discussion 0

Correct Answer: A,D 🗳️

Question #3

When managing models using the Model Repository screen from the OML AutoML UI, what are the four operations a user can do to models and model deployments?

A. Change the namespace of a previously deployed OML in-database model.
B. Change the owner of a previously deployed OML in-database model.
C. Undeploy a previously deployed OML in-database model.
D. Delete an existing OML in-database model.
E. Deploy an existing Oracle Machine Learning in-database model as a REST endpoint in OML Services.
F. Change the deployment date of a previously deployed OML in-database model.

Reveal Solution Discussion 0

Correct Answer: A,B,E,F 🗳️

Question #4

You have created an Oracle Machine Learning notebook and want to share it with another collaborator. However, you do not want to provide the ability to run or modify the notebook in your workspace.
Which three options can be used to do this?