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SASInstitute A00-406 Questions & Answers - in .pdf

A00-406 pdf
  • Total Q&A: 98
  • Update: Oct 06, 2026
  • Price: $59.99
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  • Vendor: SASInstitute
  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
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SASInstitute A00-406 Q&A - Testing Engine

A00-406 Study Guide
  • Total Q&A: 98
  • Update: Oct 06, 2026
  • Price: $59.99
Testing Engine
  • Vendor: SASInstitute
  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
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SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
Topic 1: Model Evaluation and Deployment- Model assessment metrics
  • 1. ROC and lift charts
    • 2. Accuracy, precision, recall
      - Model deployment
      • 1. Scoring models in SAS Viya
        • 2. Model governance
          Topic 2: Supervised Machine Learning Models- Model selection techniques
          • 1. Cross-validation
            • 2. Performance comparison
              - Regression and classification models
              • 1. Tree-based models
                • 2. Linear and logistic regression
                  Topic 3: Data Preparation for Machine Learning- Feature engineering
                  • 1. Variable transformation
                    • 2. Encoding categorical variables
                      - Data cleaning and preprocessing
                      • 1. Outlier detection and treatment
                        • 2. Handling missing values
                          Topic 4: Machine Learning Pipelines in SAS Viya- Model tuning and optimization
                          • 1. Hyperparameter tuning
                            • 2. Automated machine learning (AutoML)
                              - Pipeline construction
                              • 1. Model Studio workflows
                                • 2. Node-based pipeline design

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

                                  Question #1
                                  Which hyperparameter in a decision tree model controls the depth of the tree and helps prevent overfitting?

                                  A. Min samples split
                                  B. Learning rate
                                  C. Max depth
                                  D. Max features


                                  Question #2
                                  Which of the following is a common source for external data in the context of business analytics?

                                  A. CRM data
                                  B. Intranet databases
                                  C. Company financial reports
                                  D. Employee records


                                  Question #3
                                  What is "model reevaluation" in the model deployment phase?

                                  A. The process of selecting features
                                  B. The periodic assessment of a deployed model's performance and potential retraining
                                  C. The process of data preprocessing
                                  D. The evaluation of data distribution


                                  Question #4
                                  In the context of data sources, what is ETL?

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


                                  Question #5
                                  In the context of model building, what is the purpose of hyperparameter tuning?

                                  A. Optimizing the model's hyperparameters for better performance
                                  B. Training the model
                                  C. Visualizing data
                                  D. Selecting the most important features


                                  Solutions:

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

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                                  A00-406 Related Exams
                                  A00-406 - SAS® Viya® Supervised Machine Learning Pipelines
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