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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: Aug 23, 2026

Q&A Number: 98 Q&As

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A00-406 Online Test Engine

SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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 2: Data Preparation for Machine Learning- Data cleaning and preprocessing
          • 1. Handling missing values
            • 2. Outlier detection and treatment
              - Feature engineering
              • 1. Encoding categorical variables
                • 2. Variable transformation
                  Topic 3: 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 4: 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

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

                                  1. What is the primary objective of model validation during the model assessment phase?

                                  A) To assess the accuracy of the model
                                  B) To ensure the model generalizes well to new, unseen data
                                  C) To create synthetic data
                                  D) To build a model from scratch


                                  2. Which data source allows for real-time data streaming and processing?

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


                                  3. What is the primary purpose of model documentation in the model deployment phase?

                                  A) To provide information on the model's development, architecture, and usage
                                  B) To assess data quality
                                  C) To evaluate the model's accuracy
                                  D) To create synthetic data


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

                                  A) Rules for model comparison statistic
                                  B) Advisor Options for missing values
                                  C) Event-based Sampling proportions
                                  D) Partition Data percentages


                                  5. In machine learning, what does "overfitting" refer to?

                                  A) A model that has too much complexity and fits the training data too closely
                                  B) A model that is undertrained and has high bias
                                  C) A model that performs well on new, unseen data
                                  D) A model that is unable to make predictions


                                  Solutions:

                                  Question # 1
                                  Answer: B
                                  Question # 2
                                  Answer: D
                                  Question # 3
                                  Answer: A
                                  Question # 4
                                  Answer: A
                                  Question # 5
                                  Answer: A

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