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| Section | Weight | Objectives |
|---|---|---|
| Scoring and Deployment | 20% | - Model scoring - Model deployment |
| Building Predictive Models | 40% | - Regression models - Neural networks - Decision trees - Gradient boosting |
| Model Assessment and Selection | 20% | - ROC and Lift curves - Model fit statistics - Model comparison |
| Data Preparation and Exploration | 20% | - Data exploration using SAS Visual Statistics - Data quality - Importing data |
Question 1
In the context of linear regression, what does the term "linearity" refer to?
A. The absence of any relationship between variables
B. The requirement for variables to be categorical
C. The use of polynomial functions for modeling
D. The use of a straight line to model relationships
Question 2
When performing linear regression modeling, what is the primary goal of assessing multicollinearity among predictors?
A. To ensure that predictor variables are not highly correlated
B. To identify influential outliers
C. To detect non-linear relationships
D. To calculate the coefficient of determination (R-squared)
Question 3
Which of the following are common distributions used in generalized linear models?
A. Logistic
B. Normal
C. Exponential
D. Poisson
Question 4
When building a predictive model with logistic regression, when should you choose an appropriate link function?
A. Based on the nature of the response variable and the problem
B. After specifying the learning rate
C. After specifying the number of predictors
D. Before assigning roles to variables
Question 5
How can you derive a leaf ID for use in other models or analyses based on a decision tree?
A. By applying a clustering algorithm to leaf node values
B. By calculating the distance between data points and leaf nodes
C. By extracting the node IDs of all leaf nodes
D. By concatenating the decision rules leading to a leaf node
Solutions:
| Question 1 Answer: D | Question 2 Answer: A | Question 3 Answer: A,B,D | Question 4 Answer: A | Question 5 Answer: C |
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