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Last Updated: Sep 29, 2026
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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Building Models | 40-46% | - Understand supervised machine learning concepts - Build decision trees and ensemble models - Integrate custom code - Build neural networks and SVM models - Use model interpretability tools - Build regression models |
| Data Sources | 30-36% | - Perform variable selection - Reduce dimensionality - Modify and prepare data - Create a project in Model Studio - Explore and understand data |
| Model Assessment and Deployment | 24-30% | - Apply model assessment principles - Select champion models - Evaluate and compare model performance - Deploy models into production |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
What is a data lake?
- A. A specialized database for time-series data
- B. A centralized repository for storing all structured and unstructured data at any scale
- C. A data storage solution designed for high-speed data retrieval
- D. A backup system for relational databases
Correct Answer: B 🗳️
What is the purpose of data profiling in data source management?
- A. To optimize data storage
- B. To assess the quality and characteristics of data
- C. To create data visualizations
- D. To execute data queries
Correct Answer: B 🗳️
What is the primary function of a data catalog in managing data sources?
- A. Data visualization
- B. Data analysis
- C. Data storage
- D. Data documentation and discovery
Correct Answer: D 🗳️
What does "data lineage" refer to in the context of data source management?
- A. The structure of a relational database
- B. The security protocols for data access
- C. The physical location of data storage
- D. The history of data transformation processes
Correct Answer: D 🗳️
Which feature extraction method can take both interval variables and class variables as inputs?
- A. Autoencoder
- B. Principal component analysis
- C. Singular value decomposition
- D. Robust PCA
Correct Answer: A 🗳️
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