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| Section | Objectives |
|---|---|
| Topic 1: Data Preparation | - Data integration and sampling techniques - Data cleaning and transformation in SPSS Modeler - Handling missing values and outliers |
| Topic 2: Model Building | - Association and sequence analysis - Classification and regression models - Clustering techniques |
| Topic 3: Model Deployment | - Scoring models in SPSS Modeler - Deployment considerations and automation |
| Topic 4: Model Evaluation | - Model performance metrics - Validation techniques (train/test split, cross-validation) |
1. What is the function of the Ensemble node?
A) None of the above
B) The development of additional fields to improve accuracy
C) Combining models together to produce higher accuracy
D) Transferring the existing values to improve accuracy
2. Which nodes can be used to replace missing data with valid values? [Select all that apply.)
A) Distribution node
B) Data Audit node
C) Filter node
D) Filler node
3. In a derive node, which expressions will produce a continuous data type rather than a string? (Select all that apply)
A) "2001-04-23"
B) "03/15/2009"
C) To_date("12/01/2050")
D) Datetime_date(2008.05.22)
4. Which outlier treatment is not available in the Quality tab of the Data Audit output?
A) Recode
B) Nullify
C) Discard
D) Coerce
5. The Distribution node produces which output? (Select all that apply)
A) Summary statistics for a continuous field
B) Chart showing the distribution for a continuous field
C) Table displaying the percentage and count for each category of a field
D) Chart showing the count for each category of 3 field
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B,C,D | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: B,C |
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