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| Section | Weight | Objectives |
|---|---|---|
| Data Exploration and Visualization | 15% | - Graph nodes: histograms, scatterplots, bar charts - Correlation and association analysis - Descriptive statistics and distributions |
| Introduction to SPSS Modeler and CRISP-DM | 15% | - Project and stream management - CRISP-DM methodology - Modeler interface and workbench |
| Modeling Techniques | 20% | - Association rules and sequence detection - Neural networks and decision trees - Classification and regression models - Clustering and segmentation |
| Data Access and Source Nodes | 20% | - Import data from files and databases - Variable types and measurement levels - Data preview and metadata inspection |
| Data Preparation and Manipulation | 25% | - Merge and append datasets - Handling missing values and outliers - Record operations: select, sort, aggregate, sample - Field operations: derive, filter, reclassify, binning |
| Model Evaluation and Deployment | 5% | - Model accuracy and performance metrics - Model comparison and selection - Export and deploy models |
1. What are the advantages of pruning Decision Tree models? (Choose three.)
A) Pruning can make the tree easier to interpret.
B) Pruning can increase the accuracy of the tree.
C) Pruning can improve the generalization of the tree.
D) Pruning can help simplify the tree.
2. Which statement accurately describes the function of the Coerce data check setting on the Type node?
A) Checks fully instantiated fields for values outside the specified range and converts unspecified values to legal values.
B) Checks all fields for values outside the specified range and reports unspecified values.
C) None of the above is accurate.
D) Checks fully instantiated fields for values outside the specified range and reports unspecified values.
3. Which values are available as Field Roles? (Choose three.)
A) Nominal
B) Input
C) Partition
D) Target
4. Using the Linear node, what are the advantages of creating a standard model without boosting or bagging? (Choose two.)
A) None of the above
B) Easter to score
C) Higher accuracy
D) Easier interpretation
5. Which Model nodes can have a categorical target field? (Choose three.)
A) Neural Net node
B) Discriminant node
C) Linear node
D) C&R Tree node
Solutions:
| Question # 1 Answer: A,C,D | Question # 2 Answer: A | Question # 3 Answer: B,C,D | Question # 4 Answer: B,D | Question # 5 Answer: A,B,D |
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