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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Administration and Troubleshooting | 10% | - Process Engine logs and diagnostics - Performance tuning and monitoring |
| Topic 2: Data Preparation | 30% | - Type node and data coercion - Merge, Append, and Field operations - Data cleaning and transformation - Sampling, balancing, and dimensionality reduction |
| Topic 3: Business and Data Understanding | 20% | - Data sources and import using Source nodes - Data visualization and distribution analysis - CRISP-DM methodology and business objectives |
| Topic 4: Modeling | 25% | - SQL pushback and performance optimization - Supervised and unsupervised learning methods - Model types and Auto Modeling nodes |
| Topic 5: Evaluation and Deployment | 15% | - Monitoring deployed models - Model evaluation and comparison - Export and score new data |
1. The Distribution node produces which output? (Choose two.)
A) Chart showing the distribution for a continuous field
B) Chart showing the count for each category of a field
C) Summary statistics for a continuous field
D) Table displaying the percentage and count for each category of a field
2. In the Two Step node shown below, what does Standardize numeric fields mean?
A) Limit the number of created clusters.
B) Eliminate outliers to improve results.
C) Use only the numeric fields that have the same scale.
D) Transform the numeric fields to a scale with a mean of zero and a variance of one.
3. Which statement accurately describes the function of the Coerce data check setting on the Type node?
A) Checks all fields for values outside the specified range and reports unspecified values.
B) Checks fully instantiated fields for values outside the specified range and converts unspecified values to legal values.
C) None of the above is accurate.
D) Checks fully instantiated fields for values outside the specified range and reports unspecified values.
4. What are the advantages of pruning Decision Tree models? (Choose three.)
A) Pruning can increase the accuracy of the tree.
B) Pruning can improve the generalization of the tree.
C) Pruning can make the tree easier to interpret.
D) Pruning can help simplify the tree.
5. What is the reason the three nodes in the following figure have been colored purple?
A) BM SPSS Modeler is running out of memory.
B) The purple nodes will be executed later.
C) There are multiple Type nodes in a row.
D) The purple nodes were pushed back to the database.
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: B,C,D | Question # 5 Answer: D |
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