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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Business Understanding and Planning | 10% | - Align business objectives to data mining goals - CRISP-DM methodology |
| Topic 2: Modeling | 20% | - Auto-modeling and ensemble techniques - Classification and regression models - Association and sequence models - Clustering and segmentation models |
| Topic 3: Evaluation and Analysis | 15% | - Interpretation and visualization of results - Validation methods - Model performance assessment |
| Topic 4: Deployment | 10% | - Scoring new data - Stream export and integration - Reporting and documentation |
| Topic 5: SPSS Modeler Professional Functionality | 10% | - Scripting and automation - Stream creation and management - Node palettes and SuperNodes |
| Topic 6: Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Topic 7: Data Preparation | 20% | - Data integration, merging and appending - Filtering, aggregation and refinement - Data transformation and cleaning - Sampling, partitioning and balancing |
1. Looking at the gains chart shown below, which model has a higher level of accuracy when predicting Churn = "Y"?
A) The structured and unstructured data model
B) The models are equivalent
C) The structured data model
D) Predictive accuracy cannot be determined from this gains chart
2. On the PCA/Factor node when doing a Principle Component analysis without rotation, the values reported on the Component Matrix represents the correlation between each field and factor.
A) True
B) False
3. Which web node options will remove lines from the graph? (Select all that apply)
A) Increase the Maximum number of links to display.
B) Decrease the Max records/line
C) Increase the Min records/line
4. Given the following Output Table to create a select node which includes vehicles from both groups A and B, click on A and on B (as shown) and select from the menu.
A) Generate ... Select Node ("Or")
B) Generate ... Select Node ("And")
5. What is the function of the Ensemble node?
A) Transferring the existing values to improve accuracy
B) None of the above
C) Combining models together to produce higher accuracy
D) The development of additional fields to improve accuracy
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: C |
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