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Oracle 1z0-1096-22 Exam Syllabus Topics:

SectionWeightObjectives
OML Notebooks and Environment15%- 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
Oracle Machine Learning Fundamentals15%- Machine learning concepts and paradigms
  • 1. In-database machine learning architecture
  • 2. OML components and integration with Autonomous Database
  • 3. Supervised, unsupervised, and semi-supervised learning
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
Data Preparation and Exploration20%- Data access and transformation
  • 1. Handling missing values and outliers
  • 2. Using OML4SQL and OML Notebooks for data exploration
  • 3. Data profiling and visualization
  • 4. Feature engineering and normalization
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
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 using Autonomous Database 2022 Specialist Sample Questions:

1. When managing Machine Learning models using the OML AutoML UI, what are the three actions that can be performed on Oracle Machine Learning (OML) models from within OML AutoML UI?

A) Review the model statistics associated with the experiment of an OML in-database model.
B) Review the model statistics associated with the experiment of an ONNX-format (Open Neural Networks Exchange) model.
C) Review the model statistics associated with the experiment of an ONNX-format image classification model.
D) Create a notebook with auto-generated OML4Py code from an OML in-database model to allow for further model tweaking and batch scoring.
E) Deploy an OML in-database model to a REST endpoint.


2. You have developed a notebook in an Autonomous Database (ADB) and you need to share the notebook with your colleague to run on a different ADB instance.
How should you enable your colleague to work with this notebook?

A) Save the notebook in .csv format and have your colleague import this notebook.
B) Make the notebook public.
C) Export the notebook in . json format and have your colleague import this notebook.
D) Save the notebook as a shared template.


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

A) Change project > Change workspace > Open notebook
B) Create user > Change workspace > Open notebook
C) Select workspace > Select project > List notebooks > Open notebook
D) Change user > Open notebook > Create project


4. In which three use cases are Oracle Machine Learning algorithms suitable?

A) Graph analytics
B) Anomaly and fraud detection
C) Speech recognition
D) Customer segmentation
E) Medical outcome analysis


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


Solutions:

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

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