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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Modeling | 20% | - Auto-modeling and ensemble techniques - Classification and regression models - Association and sequence models - Clustering and segmentation models |
| Topic 2: Data Preparation | 20% | - Sampling, partitioning and balancing - Data integration, merging and appending - Data transformation and cleaning - Filtering, aggregation and refinement |
| Topic 3: Deployment | 10% | - Scoring new data - Reporting and documentation - Stream export and integration |
| Topic 4: Data Understanding | 15% | - Explore and visualize data - Identify data quality issues |
| Topic 5: Business Understanding and Planning | 10% | - CRISP-DM methodology - Align business objectives to data mining goals |
| Topic 6: SPSS Modeler Professional Functionality | 10% | - Scripting and automation - Stream creation and management - Node palettes and SuperNodes |
| Topic 7: Evaluation and Analysis | 15% | - Validation methods - Model performance assessment - Interpretation and visualization of results |
Which statement is correct interpretation of the rule, "those that use less than or equal to
4.976 of LOCAL are predicted to be inVol "?
Correct Answer: B 🗳️
Some data mining model such as Neural Net and Support Vector Machine models do not provide equations or rules to help analysis determine how the models use the input fields for prediction. If you have a categorical target field and a continuous input field, which graphing technique could ad with interpretation?
Correct Answer: C 🗳️
Assume you have a data file which has the first and last name (Called FIRST_NAME and LAST_NAME respectively). You would use a Derive node to create a field named FULL_NAME containing values with first name, space, last name. Which expression would produce the correct result?
Correct Answer: A 🗳️
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.
Correct Answer: A 🗳️
Which node is best suited for revealing relationships between continuous and categorical (nominal, ordinal) fields?
Correct Answer: C 🗳️
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