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IBM C2020-010 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: SPSS Modeler Fundamentals | - Data stream and project structure - Introduction to IBM SPSS Modeler environment - Data import and preparation basics |
| Topic 2: Data Preparation and Transformation | - Data transformation and feature engineering - Data cleaning and handling missing values - Field derivation and manipulation techniques |
| Topic 3: Model Building Techniques | - Clustering and segmentation methods - Association and sequence modeling - Classification and regression models |
| Topic 4: Model Evaluation and Deployment | - Model validation and performance evaluation - Deployment of predictive models - Model comparison and selection |
| Topic 5: Advanced SPSS Modeler Features | - Automated modeling (Auto Classifier, Auto Numeric) - Stream optimization and performance tuning - Integration with IBM analytics ecosystem |
IBM SPSS Modeler Professional v2 Sample Questions:
Consider this Filler node where Age of respondent is stored as a string. What operation will the Replace with:
Expression accomplish?
- A. Uses @FIELD to create a new field.
- B. Converts numeric values to integers and converts non-numeric values to $null$ value.
- C. The expression is not a valid operation.
- D. Converts numeric values to integers and leaves the non-numeric values as is.
Correct Answer: B 🗳️
Which of the following is the biggest advantage of using a data cache?
- A. Creating reports or doing other analyses with other software
- B. Integrating the modified data with the original data source
- C. Using the prepared data file more efficiently
- D. Applying modifications to new data more easily
Correct Answer: C 🗳️
What is the function of the Ensemble node?
- A. None of the above
- B. Transforming the existing values to improve accuracy
- C. Combining models together to produce higher accuracy
- D. The development of additional fields to improve accuracy
Correct Answer: C 🗳️
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.
Correct Answer: B,C,D 🗳️
The Anomaly node is on which palette or menu group?
- A. Output
- B. Record Ops
- C. Field Ops
- D. Modeling
Correct Answer: D 🗳️
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