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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Scoring and Deployment | 20% | - Model deployment - Model scoring |
| Topic 2: Building Predictive Models | 40% | - Neural networks - Decision trees - Gradient boosting - Regression models |
| Topic 3: Data Preparation and Exploration | 20% | - Data exploration using SAS Visual Statistics - Data quality - Importing data |
| Topic 4: Model Assessment and Selection | 20% | - Model comparison - ROC and Lift curves - Model fit statistics |
1. In model assessment, why might you need to assess residuals and other model diagnostics to choose an appropriate distribution and link function?
A) To determine the order of predictor variables in the model
B) To verify if the chosen model assumptions are met and make adjustments if necessary
C) To ensure that predictor variables are not highly correlated
D) To calculate the p-values of predictor variables
2. In the context of assessing model results, what information can be interpreted from the Fit Summary window?
A) A detailed description of the data preprocessing steps
B) A list of all predictor variables used in the model
C) A summary of the model's goodness of fit and performance metrics
D) The distribution of the response variable in the dataset
3. When investigating leaf nodes in a decision tree, what does it reveal about the data?
A) The class labels assigned to each leaf node
B) The feature values associated with each leaf node
C) The statistical significance of each leaf node
D) The decision rules leading to each leaf node
4. When performing linear regression modeling, what is the primary goal of assessing multicollinearity among predictors?
A) To detect non-linear relationships
B) To identify influential outliers
C) To ensure that predictor variables are not highly correlated
D) To calculate the coefficient of determination (R-squared)
5. Which assessment feature is available when modeling logistic regression models in SAS Visual Statistics?
A) ROC Chart
B) Icicle Plot
C) Logworth
D) English Rules
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: A,B,D | Question # 4 Answer: C | Question # 5 Answer: A |
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