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| Section | Weight | Objectives |
|---|---|---|
| Data Preparation | 30% | - Type node and data coercion - Merge, Append, and Field operations - Sampling, balancing, and dimensionality reduction - Data cleaning and transformation |
| Evaluation and Deployment | 15% | - Monitoring deployed models - Model evaluation and comparison - Export and score new data |
| Administration and Troubleshooting | 10% | - Process Engine logs and diagnostics - Performance tuning and monitoring |
| Modeling | 25% | - Model types and Auto Modeling nodes - Supervised and unsupervised learning methods - SQL pushback and performance optimization |
| Business and Data Understanding | 20% | - Data visualization and distribution analysis - Data sources and import using Source nodes - CRISP-DM methodology and business objectives |
1. The Analysis node can be very useful with regard to model evaluation. Consider this output from the Analysis node.
When comparing the overall accuracy of the Neural Net model to the 05 model, the Neural Net model is:
A) More accurate
B) Not determined
C) Less accurate
D) The same accuracy
2. Summary statistics, such as mean, minimum, maximum, and standard deviation, are available in which of the following nodes? (Choose two.)
A) Sample node
B) Data Audit node
C) Table node
D) Statistics node
3. Which node allows you to choose from many different graph types (bar charts, pie charts, scatterplots, heatmaps, etc.) in one single node?
A) Graphboard node
B) Evaluation node
C) Multiplot node
D) Collection node
4. Which statement about the Filler dialog shown below is correct?
A) Missing values for the field @RELD will be replaced.
B) No missing values will be replaced because neither field was specified in the Condition box for missing value replacement.
C) None of the statements is correct.
D) The missing values for both GE and INCOME will be replaced by zeroes.
5. In the Aggregate node, when you click on Preview button, which statement is true?
A) The Aggregate node does not have a Preview option.
B) The preview will always be after aggregation.
C) The preview will always be before aggregation.
D) The preview will by default be before aggregation but that can be changed.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B,D | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: B |
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