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SASInstitute SAS® Viya® Supervised Machine Learning Pipelines : A00-406

A00-406

Exam Code: A00-406

Exam Name: SAS® Viya® Supervised Machine Learning Pipelines

Updated: Oct 17, 2026

Q & A: 98 Questions and Answers

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SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
Topic 1: Model Evaluation and Deployment- Model deployment
  • 1. Model governance
    • 2. Scoring models in SAS Viya
      - Model assessment metrics
      • 1. Accuracy, precision, recall
        • 2. ROC and lift charts
          Topic 2: Machine Learning Pipelines in SAS Viya- Pipeline construction
          • 1. Model Studio workflows
            • 2. Node-based pipeline design
              - Model tuning and optimization
              • 1. Hyperparameter tuning
                • 2. Automated machine learning (AutoML)
                  Topic 3: Supervised Machine Learning Models- Model selection techniques
                  • 1. Cross-validation
                    • 2. Performance comparison
                      - Regression and classification models
                      • 1. Linear and logistic regression
                        • 2. Tree-based models
                          Topic 4: Data Preparation for Machine Learning- Feature engineering
                          • 1. Encoding categorical variables
                            • 2. Variable transformation
                              - Data cleaning and preprocessing
                              • 1. Handling missing values
                                • 2. Outlier detection and treatment

                                  SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:

                                  Question #1
                                  Which data source allows for real-time data streaming and processing?

                                  A. Data warehouses
                                  B. Static data files
                                  C. IoT devices
                                  D. Cloud storage


                                  Question #2
                                  In the context of model building, what is the purpose of hyperparameter tuning?

                                  A. Optimizing the model's hyperparameters for better performance
                                  B. Training the model
                                  C. Visualizing data
                                  D. Selecting the most important features


                                  Question #3
                                  What does API stand for in the context of data sources?

                                  A. Application Programming Interface
                                  B. Automated Program Integration
                                  C. Application Program Interface
                                  D. Advanced Programming Integration


                                  Question #4
                                  Given the following properties for a neural network model, which statement is true regrading hidden units in the model? The following SAS program is submitted:

                                  A. The number of hidden units is 1.
                                  B. The number of hidden units is 50.
                                  C. The number of hidden units is 26.
                                  D. There are no hidden units in the model.


                                  Question #5
                                  What is the primary purpose of model deployment in the context of data science and machine learning?

                                  A. Model building
                                  B. Making the model available for use in real-world applications
                                  C. Data preprocessing
                                  D. Model evaluation


                                  Solutions:

                                  Question #1
                                  Correct Answer: C
                                  Question #2
                                  Correct Answer: A
                                  Question #3
                                  Correct Answer: A
                                  Question #4
                                  Correct Answer: C
                                  Question #5
                                  Correct Answer: B

                                  Related Certifications
                                  SAS Institute Systems Certification
                                  SASInstitute Certification
                                  SAS Viya Programming Associate
                                  SAS Certified Specialist
                                  SAS Institute Systems
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