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

A00-406 Exam Simulator
  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
  • Updated: Aug 16, 2026
  • Q & A: 98 Questions and Answers

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SASInstitute A00-406 exam simulator

SASInstitute A00-406 Exam Syllabus Topics:

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

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

                                  A) Relational databases
                                  B) Text documents
                                  C) APIs
                                  D) NoSQL databases


                                  2. What is the primary goal of hyperparameter tuning during model building?

                                  A) To optimize the settings that control the model's learning process
                                  B) To add more features to the model
                                  C) To increase model complexity
                                  D) To improve data preprocessing techniques


                                  3. Which evaluation metric is commonly used for assessing the performance of a regression model?

                                  A) Precision
                                  B) Confusion Matrix
                                  C) Mean Absolute Error (MAE)
                                  D) F1 Score


                                  4. Which type of model is commonly used for anomaly detection in datasets?

                                  A) Linear Regression
                                  B) Decision Trees
                                  C) Principal Component Analysis (PCA)
                                  D) Clustering Models


                                  5. Which statements are true for the F1 score?
                                  (Choose 2.)

                                  A) F1 score is applicable to a model with an interval target.
                                  B) F1 score is applicable to a model with a binary target.
                                  C) F1 score is calculated based on a depth value.
                                  D) F1 score is calculated based on a cut off value.


                                  Solutions:

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

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