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| Section | Weight | Objectives |
|---|---|---|
| Modeling | 20% | - Classification and regression models - Clustering and segmentation models - Auto-modeling and ensemble techniques - Association and sequence models |
| Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Data Preparation | 20% | - Data transformation and cleaning - Filtering, aggregation and refinement - Sampling, partitioning and balancing - Data integration, merging and appending |
| Business Understanding and Planning | 10% | - Align business objectives to data mining goals - CRISP-DM methodology |
| Evaluation and Analysis | 15% | - Interpretation and visualization of results - Model performance assessment - Validation methods |
| SPSS Modeler Professional Functionality | 10% | - Stream creation and management - Node palettes and SuperNodes - Scripting and automation |
| Deployment | 10% | - Reporting and documentation - Stream export and integration - Scoring new data |
1. Missing values can be specified in the Source node used to read the data or in the type node.
A) False
B) True
2. Consider the Filer node where age of respondent is stored as a string. What operations will the replace with: expression accomplishes?
A) Converts numeric values to integers and converts non-numeric values to $null$ value.
B) Converts numeric values to integers and leaves the non-numeric as is.
C) Users @ FIELD to create a new field.
D) The expression is not a valid operation.
3. To score new data using an existing model, the user must:
A) Change the data source and rename the fields so they do not match the names of the fields in original file.
B) Change the data source and develop a new model for that data.
C) Not change the data source and develop a new model for that data.
D) Change the data source and rename the fields as needed to match the names of the in original file.
4. Which of the following is the biggest advantage of using a data cache?
A) Applying modifications to new data more easily.
B) Using the prepared data file more efficiently.
C) Creating reports or doing other analysis with other software.
D) Integrating the modified data with the original data source.
5. Using the Linear node, what are the advantages of creating a standard model without boosting or bagging? (Select all that apply)
A) None of the above
B) Faster to score
C) Easier interpretation
D) Higher accuracy
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: B | Question # 5 Answer: B,D |
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