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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Evaluation and Analysis | 15% | - Interpretation and visualization of results - Model performance assessment - Validation methods |
| Topic 2: Business Understanding and Planning | 10% | - CRISP-DM methodology - Align business objectives to data mining goals |
| Topic 3: SPSS Modeler Professional Functionality | 10% | - Stream creation and management - Node palettes and SuperNodes - Scripting and automation |
| Topic 4: Modeling | 20% | - Clustering and segmentation models - Classification and regression models - Auto-modeling and ensemble techniques - Association and sequence models |
| Topic 5: Deployment | 10% | - Stream export and integration - Reporting and documentation - Scoring new data |
| Topic 6: Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Topic 7: Data Preparation | 20% | - Filtering, aggregation and refinement - Data transformation and cleaning - Sampling, partitioning and balancing - Data integration, merging and appending |
1. Using the Linear node, what are the advantages of creating a standard model without boosting or bagging? (Select all that apply)
A) Easier interpretation
B) None of the above
C) Faster to score
D) Higher accuracy
2. A Database Export node can be used to write data to more than one database table in the same operation.
A) False
B) True
3. Missing values can be specified in the Source node used to read the data or in the type node.
A) False
B) True
4. Which statement is correct regarding the Balance node shown below?
A) The sizes of the first and third groups will be increased.
B) The sizes of the larger two groups will be reduced to equal the size of smallest group.
C) The result group sizes will always be the same each time the Balance node is run.
D) The "bad profit" category is the smallest group.
5. In Sequence modeling, specifying that IDs are contiguous has which effect?
A) Requires fewer observations to create a valid model.
B) Speeds up the processing.
C) Improves the model Silhouette measure.
D) Requires fewer fields to create the model
Solutions:
| Question # 1 Answer: C,D | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: B |
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