Exam Name: IBM SPSS Modeler Professional v2
Certification Provider: IBM
Corresponding Certification: IBM Certified Specialist
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IBM BAS-010 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Evaluation and Deployment | 5% | - Model accuracy and performance metrics - Export and deploy models - Model comparison and selection |
| Data Exploration and Visualization | 15% | - Correlation and association analysis - Graph nodes: histograms, scatterplots, bar charts - Descriptive statistics and distributions |
| Data Access and Source Nodes | 20% | - Variable types and measurement levels - Data preview and metadata inspection - Import data from files and databases |
| Introduction to SPSS Modeler and CRISP-DM | 15% | - Project and stream management - CRISP-DM methodology - Modeler interface and workbench |
| Modeling Techniques | 20% | - Clustering and segmentation - Classification and regression models - Neural networks and decision trees - Association rules and sequence detection |
| Data Preparation and Manipulation | 25% | - Handling missing values and outliers - Field operations: derive, filter, reclassify, binning - Record operations: select, sort, aggregate, sample - Merge and append datasets |
IBM SPSS Modeler Professional v2 Sample Questions:
1. As a default, the Evaluation node provides a graph of the first category of your target field. To change the category, you need to modify which section?
A) User defined score
B) Include business rule
C) User defined hit
D) Export results to file
2. What are the advantages of pruning Decision Tree models? (Choose three.)
A) Pruning can improve the generalization of the tree.
B) Pruning can make the tree easier to interpret.
C) Pruning can increase the accuracy of the tree.
D) Pruning can help simplify the tree.
3. Which statement about the Filler dialog shown below is correct?
A) None of the statements is correct.
B) The missing values for both GE and INCOME will be replaced by zeroes.
C) No missing values will be replaced because neither field was specified in the Condition box for missing value replacement.
D) Missing values for the field @RELD will be replaced.
4. Which nodes can be used to replace missing data with valid values? (Choose two.)
A) Distribution node
B) Filter node
C) Filler node
D) Data Audit node
5. Which key items must be identified before a data mining project is started? (Choose three.)
A) Available expertise on the data and business
B) Available data
C) A business problem or question
D) Data quality problems
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: A,B,D | Question # 3 Answer: B | Question # 4 Answer: C,D | Question # 5 Answer: A,B,C |
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