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Oracle 1z0-1096-22 Exam Syllabus Topics:
| Section | Weight | Objectives |
| 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
|
| AutoML and Model Management | 15% | - Automated machine learning
- 1. AutoML experiments and feature selection
- 2. Model registration, versioning, and deployment
- 3. Algorithm recommendation and model generation
|
| Building and Evaluating Models | 25% | - Model development and validation
- 1. Model tuning and optimization
- 2. Classification, regression, clustering, association rules
- 3. Model performance metrics and evaluation
- 4. OML4SQL, OML4Py, and OML4R usage
|
| 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
|
| Oracle Machine Learning Fundamentals | 15% | - 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
|
| Data Preparation and Exploration | 20% | - 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
|
Oracle Machine Learning using Autonomous Database 2022 Specialist Sample Questions:
1. 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 median value of customer credit limit grouped by marital status.
B) It will return the marital status and credit limit of each customer.
C) It will return a customer's marital status and credit limit grouped by marital status
D) It will return an error.
2. Which type of machine learning algorithm is used to deal with noise in incoming data?
A) Dimensionality Reduction
B) Regression
C) Classification
D) Clustering
3. What is the proper workflow for analyzing data in Oracle Machine Learning?
A) Build the model, prepare the data, evaluate the model, and deploy the model.
B) Prepare the data, build the model, evaluate the model, and deploy the model.
C) Evaluate the model, prepare the data, build the model, and deploy the model.
D) Get predictions from the model, prepare the data, build the model, and deploy the model
4. 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) Create a notebook with auto-generated OML4Py code from an OML in-database model to allow for further model tweaking and batch scoring.
B) Deploy an OML in-database model to a REST endpoint.
C) Review the model statistics associated with the experiment of an ONNX-format (Open Neural Networks Exchange) model.
D) Review the model statistics associated with the experiment of an ONNX-format image classification model.
E) Review the model statistics associated with the experiment of an OML in-database model.
5. Examine the command:
%script
SET SQLFORMAT ANSICONSOLE
What is the output of a query if this sqlformat is set?
A) It formats the output columns with fixed-width columns with data enclosed in double quotation marks.
B) It formats the output columns to return ANSI characters.
C) It formats the output columns to add ANSI characters as the delimiter string.
D) It formats and resizes the output columns to the width of the data to save space.
Solutions:
Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: A,B,E | Question # 5 Answer: B |