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

Pass A00-406 Exam Cram

Exam Code: A00-406

Exam Name: SAS® Viya® Supervised Machine Learning Pipelines

Updated: Jul 31, 2026

Q & A: 98 Questions and Answers

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SASInstitute A00-406 Exam Syllabus Topics:
SectionObjectives
Topic 1: Data Preparation for Machine Learning- Data cleaning and preprocessing
  • 1. Outlier detection and treatment
    • 2. Handling missing values
      - Feature engineering
      • 1. Variable transformation
        • 2. Encoding categorical variables
          Topic 2: Model Evaluation and Deployment- Model deployment
          • 1. Model governance
            • 2. Scoring models in SAS Viya
              - Model assessment metrics
              • 1. ROC and lift charts
                • 2. Accuracy, precision, recall
                  Topic 3: Supervised Machine Learning Models- Regression and classification models
                  • 1. Tree-based models
                    • 2. Linear and logistic regression
                      - Model selection techniques
                      • 1. Cross-validation
                        • 2. Performance comparison
                          Topic 4: 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
                                  SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:

                                  1. When building a recommendation system, what does "collaborative filtering" rely on?

                                  A) The past behavior or preferences of users
                                  B) Item-based clustering
                                  C) The characteristics of the items being recommended
                                  D) The popularity of items


                                  2. When deploying a model, what is "model explainability"?

                                  A) The time it takes to make predictions
                                  B) The simplicity of the model
                                  C) The capability to interpret and understand the model's decisions and predictions
                                  D) The process of data preprocessing


                                  3. What is the main advantage of ensemble methods in model building?

                                  A) They produce simple and interpretable models
                                  B) They combine multiple models to improve predictive performance
                                  C) They require minimal data preprocessing
                                  D) They work well with high-dimensional data


                                  4. What is the primary function of a data catalog in managing data sources?

                                  A) Data analysis
                                  B) Data documentation and discovery
                                  C) Data visualization
                                  D) Data storage


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

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


                                  Solutions:

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

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