Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
Certification Provider: SASInstitute
Corresponding Certification: SAS Certified Specialist
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Updated: Sep 10, 2026
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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Sources | 30-36% | - Importing and preparing data - Dimensionality reduction and feature engineering - Exploring and modifying data |
| Topic 2: Model Assessment and Deployment | 24-30% | - Deploying models into production - Assessing model performance (metrics, ROC curves, confusion matrices) |
| Topic 3: Building Models | 40-46% | - Supervised model creation (decision trees, ensembles, SVM, neural networks) - Model comparison and selection |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
In the context of model deployment, what is "model compliance"?
- A. The process of feature selection
- B. The model's simplicity
- C. The model's efficiency
- D. The degree to which the model adheres to regulatory or ethical guidelines
Correct Answer: D 🗳️
What is the main goal of data preprocessing in a machine learning pipeline?
- A. To prepare the data for analysis and modeling
- B. To train the model
- C. To visualize the data
- D. To remove irrelevant features
Correct Answer: A 🗳️
What is the primary role of a data warehouse in an organization?
- A. Long-term data storage and analysis
- B. Data exploration and visualization
- C. Real-time data analysis
- D. Data transformation and cleaning
Correct Answer: A 🗳️
Which of the following is an example of a NoSQL database that is commonly used to store unstructured data?
- A. MySQL
- B. MongoDB
- C. Microsoft SQL Server
- D. Oracle Database
Correct Answer: B 🗳️
What is the purpose of an ROC curve (Receiver Operating Characteristic) in model assessment?
- A. To measure feature importance
- B. To compare a model's true positive rate with the false positive rate
- C. To evaluate regression models
- D. To visualize data distribution
Correct Answer: B 🗳️
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