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SASInstitute A00-406 Exam Overview:

Certification Vendor:SAS Institute
Exam Name:SAS® Viya® Supervised Machine Learning Pipelines
Exam Number:A00-406
Exam Price:USD 180
Available Languages:English
Related Certifications:SAS Certified Specialist: Machine Learning Using SAS Viya
Exam Format:Multiple Choice, Scenario-based Questions
Certificate Validity Period:3 years
Exam Duration:110 minutes
Recommended Training:SAS Machine Learning Using SAS Viya Training
Exam Registration:SAS Certification Portal Registration
Sample Questions:SASInstitute A00-406 Sample Questions
Exam Way:Online proctored exam via Pearson VUE or authorized testing centers
Pre Condition:No strict prerequisites; recommended familiarity with basic statistics, machine learning concepts, and SAS Viya platform
Official Syllabus URL:https://www.sas.com/en_us/certification.html

SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
Machine Learning Pipelines in SAS Viya- Model tuning and optimization
  • 1. Automated machine learning (AutoML)
    • 2. Hyperparameter tuning
      - Pipeline construction
      • 1. Node-based pipeline design
        • 2. Model Studio workflows
          Supervised Machine Learning Models- Model selection techniques
          • 1. Cross-validation
            • 2. Performance comparison
              - Regression and classification models
              • 1. Tree-based models
                • 2. Linear and logistic regression
                  Model Evaluation and Deployment- Model assessment metrics
                  • 1. Accuracy, precision, recall
                    • 2. ROC and lift charts
                      - Model deployment
                      • 1. Model governance
                        • 2. Scoring models in SAS Viya
                          Data Preparation for Machine Learning- Data cleaning and preprocessing
                          • 1. Handling missing values
                            • 2. Outlier detection and treatment
                              - Feature engineering
                              • 1. Variable transformation
                                • 2. Encoding categorical variables

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

                                  1. Which type of model is well-suited for solving classification problems when dealing with high- dimensional data, such as text?

                                  A) Linear Regression
                                  B) Support Vector Machine (SVM)
                                  C) Random Forest
                                  D) K-Means Clustering


                                  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. Which metric is commonly used to evaluate the performance of a regression model?

                                  A) Confusion Matrix
                                  B) Precision
                                  C) Mean Absolute Error (MAE)
                                  D) F1 Score


                                  4. What is the purpose of regularization techniques in model building, such as L1 and L2 regularization?

                                  A) To add more features to the model
                                  B) To increase model complexity
                                  C) To prevent overfitting and reduce model complexity
                                  D) To speed up model training


                                  5. Refer to the exhibit below:

                                  Based on the output from the Data Exploration node shown in the exhibit, which variable has the most thin tails (most platykurtic distribution)?

                                  A) Logi_rfm4
                                  B) Logi_rfm6
                                  C) Logi_rfm12
                                  D) Logi_rfm8


                                  Solutions:

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

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