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SASInstitute A00-406 Exam Syllabus Topics:

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

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

                                  1. Which technique is commonly used for feature scaling or normalization in machine learning pipelines?

                                  A) Decision Trees
                                  B) Principal Component Analysis (PCA)
                                  C) One-Hot Encoding
                                  D) Standardization


                                  2. When deploying a machine learning model, what is "model drift"?

                                  A) A change in the distribution of the input data or target variable over time
                                  B) The process of feature extraction
                                  C) A measure of feature importance
                                  D) A sudden increase in the model's accuracy


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

                                  A) To optimize the model's hyperparameters for better performance
                                  B) To train the model
                                  C) To evaluate the model's predictions
                                  D) To select the most important features


                                  4. Which of the following is NOT a common data format for exchanging data between systems?

                                  A) HTML (Hypertext Markup Language)
                                  B) JSON (JavaScript Object Notation)
                                  C) SQL (Structured Query Language)
                                  D) CSV (Comma-Separated Values)


                                  5. Which type of model is typically used for time-series forecasting?

                                  A) Decision Trees
                                  B) Logistic Regression
                                  C) K-Means Clustering
                                  D) AutoRegressive Integrated Moving Average (ARIMA)


                                  Solutions:

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

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