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

  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
  • Updated: Sep 20, 2026
  • Q&As: 98 Questions and Answers

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SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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 2: Model Evaluation and Deployment- Model assessment metrics
          • 1. ROC and lift charts
            • 2. Accuracy, precision, recall
              - Model deployment
              • 1. Model governance
                • 2. Scoring models in SAS Viya
                  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

                                  In natural language processing, what does "stemming" involve?

                                  • A. Creating new words to improve model performance
                                  • B. Reducing words to their base or root form
                                  • C. Converting text to numbers for model input
                                  • D. Grouping similar words together based on their meanings
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

                                  Question #2

                                  What is the purpose of data profiling in data source management?

                                  • A. To execute data queries
                                  • B. To optimize data storage
                                  • C. To assess the quality and characteristics of data
                                  • D. To create data visualizations
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

                                  Question #3

                                  What is "model deployment" in the context of data science and machine learning?

                                  • A. The process of data cleaning
                                  • B. The process of building a model
                                  • C. The process of selecting features
                                  • D. Making the model available for use in real-world applications
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Question #4

                                  Which evaluation metric is commonly used for assessing the performance of a binary classification model?

                                  • A. R-squared
                                  • B. Mean Absolute Error (MAE)
                                  • C. Accuracy
                                  • D. Root Mean Squared Error (RMSE)
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

                                  Question #5

                                  Which type of data source typically stores structured data in a tabular format?

                                  • A. APIs
                                  • B. NoSQL databases
                                  • C. Text documents
                                  • D. Relational databases
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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