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Last Updated: Sep 17, 2026
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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Sources | 30-36% | - Perform variable selection - Explore and understand data - Modify and prepare data - Reduce dimensionality - Create a project in Model Studio |
| Building Models | 40-46% | - Build regression models - Use model interpretability tools - Build neural networks and SVM models - Build decision trees and ensemble models - Integrate custom code - Understand supervised machine learning concepts |
| Model Assessment and Deployment | 24-30% | - Deploy models into production - Apply model assessment principles - Evaluate and compare model performance - Select champion models |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
What is a data lake architecture designed to store primarily?
- A. All types of data, including structured and unstructured data
- B. Only unstructured data in raw form
- C. Data from a single source or department
- D. Highly structured data in tabular format
Correct Answer: A 🗳️
In a supervised machine learning pipeline, what is the purpose of the test data set?
- A. To validate the model's performance
- B. To evaluate the model's predictions
- C. To preprocess the data
- D. To train the machine learning model
Correct Answer: A 🗳️
What is the main advantage of ensemble learning methods, such as Random Forest, in a machine learning pipeline?
- A. They combine multiple models to improve predictive performance.
- B. They require minimal data preprocessing.
- C. They are simple and easy to interpret.
- D. They are not suitable for large datasets.
Correct Answer: A 🗳️
Which algorithm is commonly used for decision-making tasks in classification models?
- A. Linear Regression
- B. K-Means
- C. Decision Trees
- D. Principal Component Analysis (PCA)
Correct Answer: C 🗳️
Which metric is commonly used to evaluate the performance of a regression model?
- A. Confusion Matrix
- B. Precision
- C. Mean Absolute Error (MAE)
- D. F1 Score
Correct Answer: C 🗳️
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