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| Section | Objectives |
|---|---|
| Model Building | - Clustering techniques - Classification and regression models - Association and sequence analysis |
| Model Evaluation | - Validation techniques (train/test split, cross-validation) - Model performance metrics |
| Data Preparation | - Data integration and sampling techniques - Handling missing values and outliers - Data cleaning and transformation in SPSS Modeler |
| Model Deployment | - Deployment considerations and automation - Scoring models in SPSS Modeler |
1. The Distribution node produces which output? (Select all that apply)
A) Chart showing the distribution for a continuous field
B) Table displaying the percentage and count for each category of a field
C) Chart showing the count for each category of 3 field
D) Summary statistics for a continuous field
2. Assume you have a data file which has the first and last name (Called FIRST_NAME and LAST_NAME respectively). You would use a Derive node to create a field named FULL_NAME containing values with first name, space, last name. Which expression would produce the correct result?
A) FIRST_NAME ** ++ ** LAST_NAME
B) FIRST_NAME >< ** >< LAST_NAME
C) FIRST_NAME >< LAST_NAME
D) FIRST_NAME + ** + LAST_NAME
3. In the Gains Chart displayed below, what does the $BEST-CHURNED line represent?
A) The best model for cases in the training partition to predict the field CHURNED
B) None of the above
C) The theoretically best model to predict the field CHUREND
D) The best current model to predict the field CHURNED
4. Which web node options will remove lines from the graph? (Select all that apply)
A) Decrease the Max records/line
B) Increase the Min records/line
C) Increase the Maximum number of links to display.
5. Consider the output from the analysis node.
For the training data set, the Neutral Net and the C5 model make the same prediction:
A) 87.79% of the time.
B) 92.77% of the time
C) 93.80% of the time
D) 87.62% of the time
Solutions:
| Question # 1 Answer: A,B | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: A | Question # 5 Answer: D |
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