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SASInstitute A00-406

A00-406

Exam Code: A00-406

Exam Name: SAS® Viya® Supervised Machine Learning Pipelines

Updated: Sep 18, 2026

Q & A: 98 Questions and Answers

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SASInstitute A00-406 Exam Syllabus Topics:

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

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

                                  Question #1
                                  In the context of data sources, what is ETL?

                                  A. Efficient Text Link
                                  B. Examine, Test, Log
                                  C. Extract, Transform, Load
                                  D. Execute, Terminate, Launch


                                  Question #2
                                  What is the primary purpose of model assessment in the context of data science and machine learning?

                                  A. Model building
                                  B. Data preprocessing
                                  C. Data visualization
                                  D. Evaluating and selecting the best-performing model


                                  Question #3
                                  In the context of data integration, what does "data transformation" refer to?

                                  A. Extracting data from source systems
                                  B. Storing data in a centralized repository
                                  C. Converting and reshaping data to match the target schema
                                  D. Backing up data for disaster recovery


                                  Question #4
                                  Which type of model is typically used for time-series forecasting?

                                  A. K-Means Clustering
                                  B. Logistic Regression
                                  C. Decision Trees
                                  D. AutoRegressive Integrated Moving Average (ARIMA)


                                  Question #5
                                  What is the primary role of a data warehouse in an organization?

                                  A. Data transformation and cleaning
                                  B. Real-time data analysis
                                  C. Long-term data storage and analysis
                                  D. Data exploration and visualization


                                  Solutions:

                                  Question #1
                                  Correct Answer: C
                                  Question #2
                                  Correct Answer: D
                                  Question #3
                                  Correct Answer: C
                                  Question #4
                                  Correct Answer: D
                                  Question #5
                                  Correct Answer: C

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