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SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
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
          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
                  Supervised Machine Learning Models- Regression and classification models
                  • 1. Linear and logistic regression
                    • 2. Tree-based models
                      - Model selection techniques
                      • 1. Performance comparison
                        • 2. Cross-validation
                          Model Evaluation and Deployment- Model deployment
                          • 1. Model governance
                            • 2. Scoring models in SAS Viya
                              - Model assessment metrics
                              • 1. Accuracy, precision, recall
                                • 2. ROC and lift charts

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

                                  What is metadata in the context of data sources?

                                  • A. Data about data, providing information such as data source, structure, and context
                                  • B. Data that is encrypted for security
                                  • C. Data that is stored in a physical format
                                  • D. Data that is in a non-standard, proprietary format
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

                                  • A. To create data visualizations
                                  • B. To assess the quality and characteristics of data
                                  • C. To optimize data storage
                                  • D. To execute data queries
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

                                  What does "feature selection" refer to in the context of model building?

                                  • A. The creation of synthetic features from existing data
                                  • B. The process of choosing the most relevant variables (features) for the model
                                  • C. The visualization of data distribution
                                  • D. The evaluation of model accuracy
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

                                  What is the purpose of hyperparameter tuning in a machine learning pipeline?

                                  • A. To evaluate the model's predictions
                                  • B. To select the most important features
                                  • C. To train the model
                                  • D. To optimize the model's hyperparameters for better performance
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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

                                  • A. Selecting the most important features
                                  • B. Training the model
                                  • C. Optimizing the model's hyperparameters for better performance
                                  • D. Visualizing data
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

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