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| Section | Objectives |
|---|---|
| Topic 1: Model Evaluation and Deployment | - Deployment of predictive models - Model validation and performance evaluation - Model comparison and selection |
| Topic 2: Model Building Techniques | - Classification and regression models - Clustering and segmentation methods - Association and sequence modeling |
| Topic 3: Advanced SPSS Modeler Features | - Stream optimization and performance tuning - Integration with IBM analytics ecosystem - Automated modeling (Auto Classifier, Auto Numeric) |
| Topic 4: SPSS Modeler Fundamentals | - Data import and preparation basics - Data stream and project structure - Introduction to IBM SPSS Modeler environment |
| Topic 5: Data Preparation and Transformation | - Data cleaning and handling missing values - Data transformation and feature engineering - Field derivation and manipulation techniques |
1. The Feature Selection node is used for what reasons? (Choose two.)
A) Selects the best fitting model.
B) Screens input fields for problems such as missing data.
C) Ranks the models by importance.
D) Selects the best input fields for model.
2. Some data mining models such as Neural Net and Support Vector Machine models do not provide equations or rules to help analysts 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 aid with interpretation?
A) Plot node
B) Evaluation node
C) Distribution node
D) Histogram node
3. Which nodes are best suited for revealing relationships between categorical (nominal, ordinal) fields? (Choose two.)
A) Distribution node
B) Matrix node
C) Table node
D) Means node
4. Which statements are true of the Feature Selection node? (Choose two.)
A) Input fields can be selected on the basis of importance.
B) When a Target field is not specified then it will create a generalized output.
C) The Input fields can only be continuous measurement.
D) The Target fields can be either categorical or continuous measurement.
5. Which values are available as Field Roles? (Choose three.)
A) Nominal
B) Partition
C) Input
D) Target
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: D | Question # 3 Answer: A,B | Question # 4 Answer: A,D | Question # 5 Answer: B,C,D |
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