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Exam Code: A00-406
Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
Updated: Sep 05, 2026
Q & A: 98 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Sources | 30-36% | - Reduce dimensionality - Perform variable selection - Create a project in Model Studio - Modify and prepare data - Explore and understand data |
| Topic 2: Building Models | 40-46% | - Build decision trees and ensemble models - Build regression models - Understand supervised machine learning concepts - Use model interpretability tools - Build neural networks and SVM models - Integrate custom code |
| Topic 3: Model Assessment and Deployment | 24-30% | - Apply model assessment principles - Select champion models - Evaluate and compare model performance - Deploy models into production |
Question 1
When building a recommendation system, what does "collaborative filtering" rely on?
A. The characteristics of the items being recommended
B. Item-based clustering
C. The past behavior or preferences of users
D. The popularity of items
Question 2
In a supervised learning pipeline, what is the role of the training data set?
A. To validate the model's performance
B. To test the model's generalization capability
C. To train the machine learning model
D. To evaluate the model's predictions
Question 3
Which data source allows for real-time data streaming and processing?
A. Cloud storage
B. IoT devices
C. Data warehouses
D. Static data files
Question 4
When deploying a machine learning model, what is meant by "model latency"?
A. The time it takes to create synthetic data
B. The time it takes to train a model
C. The time it takes to build a model
D. The time it takes for the model to make predictions once deployed
Question 5
Which machine learning technique is typically used for building a model to predict a numeric target variable?
A. Regression
B. Dimensionality reduction
C. Classification
D. Clustering
Solutions:
| Question 1 Answer: C | Question 2 Answer: C | Question 3 Answer: B | Question 4 Answer: D | Question 5 Answer: A |
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