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| Section | Objectives |
|---|---|
| Topic 1: Data Preparation and Transformation | - Field derivation and manipulation techniques - Data cleaning and handling missing values - Data transformation and feature engineering |
| Topic 2: Advanced SPSS Modeler Features | - Stream optimization and performance tuning - Automated modeling (Auto Classifier, Auto Numeric) - Integration with IBM analytics ecosystem |
| Topic 3: Model Building Techniques | - Clustering and segmentation methods - Association and sequence modeling - Classification and regression models |
| Topic 4: SPSS Modeler Fundamentals | - Introduction to IBM SPSS Modeler environment - Data stream and project structure - Data import and preparation basics |
| Topic 5: Model Evaluation and Deployment | - Model validation and performance evaluation - Deployment of predictive models - Model comparison and selection |
1. The Select node shown below performs which operation?
A) The expression is incorrect.
B) Selects respondents whose incomes are between 20,000 and 50,000.
C) Selects respondents whose incomes are exactly 20,000 or 50,000.
D) Selects respondents whose incomes are greater than or equal to 20,000 and less than or equal to 50,000.
2. Which of the following is the biggest advantage of using a data cache?
A) Creating reports or doing other analyses with other software
B) Using the prepared data file more efficiently
C) Applying modifications to new data more easily
D) Integrating the modified data with the original data source
3. What are the advantages of pruning Decision Tree models? (Choose three.)
A) Pruning can make the tree easier to interpret.
B) Pruning can help simplify the tree.
C) Pruning can increase the accuracy of the tree.
D) Pruning can improve the generalization of the tree.
4. What is the function of the Ensemble node?
A) Transforming the existing values to improve accuracy
B) The development of additional fields to improve accuracy
C) Combining models together to produce higher accuracy
D) None of the above
5. In the Logistic node, can a Multinominal Mode/ option be used when the target is a flag field?
A) Yes
B) No
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: A,B,D | Question # 4 Answer: C | Question # 5 Answer: A |
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