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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Preparation | 30% | - Data cleaning and transformation - Type node and data coercion - Sampling, balancing, and dimensionality reduction - Merge, Append, and Field operations |
| Topic 2: Administration and Troubleshooting | 10% | - Process Engine logs and diagnostics - Performance tuning and monitoring |
| Topic 3: Evaluation and Deployment | 15% | - Model evaluation and comparison - Export and score new data - Monitoring deployed models |
| Topic 4: Modeling | 25% | - Model types and Auto Modeling nodes - SQL pushback and performance optimization - Supervised and unsupervised learning methods |
| Topic 5: Business and Data Understanding | 20% | - Data visualization and distribution analysis - CRISP-DM methodology and business objectives - Data sources and import using Source nodes |
1. True or false: a Database Export node can be used to write data to more than one database table in the same operation.
A) False
B) True
2. As a default, the Evaluation node provides a graph of the first category of your target field. To change the category, you need to modify which section?
A) User defined hit
B) User defined score
C) Export results to file
D) Include business rule
3. When using the Algorithm method to replace missing values in Data Audit output, which algorithm is used?
A) C&RT
B) 05.0
C) Cox Regression
D) Neural Net
4. In a Derive node, which expressions will produce a continuous date lype rather than a string? (Choose two.)
A) '2001-04-23
B) to_date("12/04/2050")
C) datetime_date(2008,05,22)
D) '03/15/2009'
5. Which statement is correct regarding the Sample node dialog shown below?
A) It will select approximately 60% of the records. That is, each record will have a 60% probability of being selected.
B) It will randomly select exactly 60% of all the records.
C) It will always draw the same 60% of the records each time this Sample node is run.
D) It will select every 60th record from the data.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: B,C | Question # 5 Answer: A |
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