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SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
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
          Machine Learning Pipelines in SAS Viya- Pipeline construction
          • 1. Node-based pipeline design
            • 2. Model Studio workflows
              - Model tuning and optimization
              • 1. Hyperparameter tuning
                • 2. Automated machine learning (AutoML)
                  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
                          Data Preparation for Machine Learning- Data cleaning and preprocessing
                          • 1. Outlier detection and treatment
                            • 2. Handling missing values
                              - Feature engineering
                              • 1. Encoding categorical variables
                                • 2. Variable transformation

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

                                  1. What is the primary function of a data catalog in managing data sources?

                                  A) Data analysis
                                  B) Data storage
                                  C) Data visualization
                                  D) Data documentation and discovery


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

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


                                  3. What is the primary goal of A/B testing in the context of model deployment?

                                  A) To create synthetic data
                                  B) To evaluate the model's accuracy
                                  C) To compare two different versions of a model or strategy to determine which performs better
                                  D) To assess data quality


                                  4. What is the purpose of cross-validation in model building and evaluation?

                                  A) Splitting the dataset into training and testing sets
                                  B) Generating synthetic data
                                  C) Reducing the dataset size
                                  D) Assessing the model's generalization performance


                                  5. What is the primary difference between supervised and unsupervised learning in model building?

                                  A) The amount of labeled data required
                                  B) The use of feature engineering
                                  C) The presence or absence of a target variable
                                  D) The type of data used


                                  Solutions:

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

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