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SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
Topic 1: Supervised Machine Learning Models- Model selection techniques
  • 1. Performance comparison
    • 2. Cross-validation
      - Regression and classification models
      • 1. Linear and logistic regression
        • 2. Tree-based models
          Topic 2: Data Preparation for Machine Learning- Data cleaning and preprocessing
          • 1. Handling missing values
            • 2. Outlier detection and treatment
              - Feature engineering
              • 1. Encoding categorical variables
                • 2. Variable transformation
                  Topic 3: 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 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:

                                  Question 1

                                  In reinforcement learning, what is the agent's objective?

                                  A. To generate synthetic data
                                  B. To learn from labeled data
                                  C. To make predictions
                                  D. To maximize a cumulative reward over time


                                  Question 2

                                  What does "data lineage" refer to in the context of data source management?

                                  A. The structure of a relational database
                                  B. The physical location of data storage
                                  C. The security protocols for data access
                                  D. The history of data transformation processes


                                  Question 3

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

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


                                  Question 4

                                  What is the purpose of a confusion matrix in the context of classification models?

                                  A. To compute the mean squared error
                                  B. To summarize the distribution of target variables
                                  C. To evaluate model performance, especially for binary classification
                                  D. To visualize the data


                                  Question 5

                                  What is the primary purpose of "continuous integration and continuous deployment" (CI/CD) in the context of model deployment?

                                  A. To create synthetic data
                                  B. To visualize data distribution
                                  C. To evaluate the model's accuracy
                                  D. To automate the testing, integration, and deployment of new model versions


                                  Solutions:

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

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