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SASInstitute A00-402 exam : SAS Viya 3.5 Supervised Machine Learning Pipelines

A00-402 Exam Simulator
  • Exam Code: A00-402
  • Exam Name: SAS Viya 3.5 Supervised Machine Learning Pipelines
  • Updated: Jul 19, 2026
  • Q & A: 0 Questions and Answers

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SASInstitute A00-402 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Preparation for Machine Learning- Feature engineering
  • 1. Variable selection methods
    • 2. Feature transformation techniques
      - Data cleansing and preprocessing in SAS Viya
      • 1. Encoding categorical variables
        • 2. Handling missing values
          Topic 2: Model Assessment and Deployment- Deployment in SAS Viya
          • 1. Scoring pipelines
            • 2. Model publishing
              - Model evaluation
              • 1. ROC and gain charts
                • 2. Confusion matrix interpretation
                  Topic 3: Model Training and Optimization- Model training workflows in SAS Viya Model Studio
                  • 1. Hyperparameter tuning
                    • 2. Pipeline creation and management
                      - Model validation
                      • 1. Performance metrics (AUC, accuracy, lift)
                        • 2. Cross-validation techniques
                          Topic 4: Supervised Learning Algorithms- Tree-based models
                          • 1. Gradient boosting
                            • 2. Decision trees
                              • 3. Random forest
                                - Regression and classification models
                                • 1. Logistic regression
                                  • 2. Linear regression

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