SASInstitute A00-406 Q&A - in .pdf

  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
  • Updated: Oct 02, 2026
  • Q & A: 98 Questions and Answers
  • PDF Price: $59.99
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SASInstitute A00-406 Q&A - Testing Engine

  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
  • Updated: Oct 02, 2026
  • Q & A: 98 Questions and Answers
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SASInstitute A00-406 Exam Syllabus Topics:

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

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

                                  Question #1

                                  A project has been created and a pipeline has been run in Model Studio.
                                  Which project setting can you edit?

                                  • A. Event-based Sampling proportions
                                  • B. Advisor Options for missing values
                                  • C. Partition Data percentages
                                  • D. Rules for model comparison statistic
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Question #2

                                  What is the purpose of hyperparameter tuning in a machine learning pipeline?

                                  • A. To train the model
                                  • B. To select the most important features
                                  • C. To evaluate the model's predictions
                                  • D. To optimize the model's hyperparameters for better performance
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Question #3

                                  Which hyperparameter in a decision tree model controls the depth of the tree and helps prevent overfitting?

                                  • A. Max depth
                                  • B. Learning rate
                                  • C. Min samples split
                                  • D. Max features
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

                                  Question #4

                                  What is the purpose of a "canary release" in the context of model deployment?

                                  • A. To deploy a new model version to a small subset of users or systems for testing
                                  • B. To evaluate model accuracy
                                  • C. To assess data quality
                                  • D. To create synthetic data
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

                                  Question #5

                                  When building a deep learning neural network, what is the purpose of the activation function in each neuron?

                                  • A. To define the learning rate
                                  • B. To initialize the model
                                  • C. To control the number of hidden layers
                                  • D. To introduce non-linearity
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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