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SASInstitute A00-485 Exam Syllabus Topics:

SectionObjectives
Topic 1: Model Evaluation and Interpretation- Assessing model performance
- Interpreting model outputs and reports
Topic 2: Predictive Modeling Fundamentals- Model selection and comparison techniques
- Regression modeling concepts
  • 1. Logistic regression
    • 2. Linear regression
      Topic 3: Machine Learning Methods in Visual Statistics- Decision trees and random forests concepts
      - Clustering techniques
      Topic 4: Data Preparation and Exploration in SAS Viya- Loading and preparing data for Visual Statistics
      - Exploratory data analysis and visualization

      SASInstitute Modeling Using SAS Visual Statistics Sample Questions:

      1. How can you apply filters to both visualization and data source in SAS Visual Analytics?

      A) Use the toolbar options to filter the visualization
      B) Use the filter pane to apply filters to the visualization
      C) Apply filters using the interactive filter dialog in the visualization
      D) Define filters directly in the data source properties


      2. What information is conveyed by a Summary bar in model assessment?

      A) The standard deviation of the predictor variables
      B) The performance metrics of the model, such as AUC and KS Statistic
      C) The distribution of residuals in the model
      D) The summary statistics of the response variable


      3. How can you assign a group-by variable to a predictive model in SAS Visual Analytics?

      A) Click on the group-by variable and choose "Assign as predictor" from the context menu
      B) Specify the group-by variable in the data source properties
      C) Drag and drop the group-by variable into the predictor field of the model
      D) Select the group-by variable from a dropdown menu in the model settings


      4. In decision tree modeling, what is the purpose of setting a minimum split count?

      A) To determine the maximum depth of the tree
      B) To prevent any splits in the tree
      C) To control the learning rate of the model
      D) To specify the minimum number of data points required to perform a split


      5. In a generalized linear model, what is the role of the link function in transforming the linear predictor?

      A) It ensures that the linear predictor is always positive.
      B) It determines the distribution of the response variable.
      C) It maps the linear predictor to the range of the response variable.
      D) It scales the predictor variables.


      Solutions:

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

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