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

  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
  • Updated: Aug 23, 2026     Q & A: 98 Questions and Answers

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Downloadable, printable exams (in PDF format)

SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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 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. Outlier detection and treatment
                        • 2. Handling missing values
                          Topic 4: 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

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

                                  1. What is the purpose of data profiling in data source management?

                                  A) To optimize data storage
                                  B) To create data visualizations
                                  C) To assess the quality and characteristics of data
                                  D) To execute data queries


                                  2. Which of the following is an example of a NoSQL database that is commonly used to store unstructured data?

                                  A) Microsoft SQL Server
                                  B) MySQL
                                  C) MongoDB
                                  D) Oracle Database


                                  3. In a supervised machine learning pipeline, what is the purpose of the test data set?

                                  A) To validate the model's performance
                                  B) To evaluate the model's predictions
                                  C) To train the machine learning model
                                  D) To preprocess the data


                                  4. What is the main advantage of using a RESTful API (Representational State Transfer) as a data source?

                                  A) High security features
                                  B) Simple and standardized communication
                                  C) Real-time data processing
                                  D) Support for complex data structures


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

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


                                  Solutions:

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

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