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SASInstitute A00-406 valid - in .pdf

A00-406 pdf
  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
  • Q & A: 98 Questions and Answers
  • PDF Price: $59.99
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  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
  • Q & A: 98 Questions and Answers
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  • Exam Code: A00-406
  • Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
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SASInstitute A00-406 Exam Syllabus Topics:

SectionObjectives
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
          Supervised Machine Learning Models- Model selection techniques
          • 1. Cross-validation
            • 2. Performance comparison
              - Regression and classification models
              • 1. Linear and logistic regression
                • 2. Tree-based models
                  Machine Learning Pipelines in SAS Viya- Model tuning and optimization
                  • 1. Hyperparameter tuning
                    • 2. Automated machine learning (AutoML)
                      - Pipeline construction
                      • 1. Model Studio workflows
                        • 2. Node-based pipeline design
                          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

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

                                  1. In the context of model assessment, what does "bias" refer to?

                                  A) The process of feature engineering
                                  B) A measure of the model's precision
                                  C) A systematic error that causes a model to consistently overpredict
                                  D) The simplicity of the model


                                  2. Which type of data source typically stores structured data in a tabular format?

                                  A) NoSQL databases
                                  B) APIs
                                  C) Relational databases
                                  D) Text documents


                                  3. In a supervised learning pipeline, what is the role of the training data set?

                                  A) To train the machine learning model
                                  B) To validate the model's performance
                                  C) To test the model's generalization capability
                                  D) To evaluate the model's predictions


                                  4. When assessing a classification model, what is the confusion matrix used to measure?

                                  A) Data distribution
                                  B) Precision and recall
                                  C) Model accuracy
                                  D) Model complexity


                                  5. What is the main purpose of feature engineering in model building?

                                  A) Data preprocessing
                                  B) Model evaluation
                                  C) Creating new features or transforming existing ones to improve model performance
                                  D) Data visualization


                                  Solutions:

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

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