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IBM C2020-010 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Model Building Techniques | - Association and sequence modeling - Classification and regression models - Clustering and segmentation methods |
| Advanced SPSS Modeler Features | - Integration with IBM analytics ecosystem - Stream optimization and performance tuning - Automated modeling (Auto Classifier, Auto Numeric) |
| Data Preparation and Transformation | - Field derivation and manipulation techniques - Data cleaning and handling missing values - Data transformation and feature engineering |
| Model Evaluation and Deployment | - Deployment of predictive models - Model validation and performance evaluation - Model comparison and selection |
| SPSS Modeler Fundamentals | - Introduction to IBM SPSS Modeler environment - Data stream and project structure - Data import and preparation basics |
IBM SPSS Modeler Professional v2 Sample Questions:
1. Which of the following is the biggest advantage of using a data cache?
A) Using the prepared data file more efficiently
B) Creating reports or doing other analyses with other software
C) Applying modifications to new data more easily
D) Integrating the modified data with the original data source
2. Which stage of the CRISP-DM (Cross Industry Standard Process for Data Mining) methodology is the most time consuming?
A) Data Preparation
B) Business Understanding
C) Evaluation
D) Modeling
3. Which statements are true of the Feature Selection node? (Choose two.)
A) The Input fields can only be continuous measurement.
B) Input fields can be selected on the basis of importance.
C) The Target fields can be either categorical or continuous measurement.
D) When a Target field is not specified then it will create a generalized output.
4. Which node is best suited for revealing relationships between continuous and categorical (nominal, ordinal) fields?
A) Statistics node
B) Means node
C) Table node
D) Distribution node
5. In order to make Decision Tree models more general, avoid overfitting, and make the trees less complex, what would you need to change in the dialog below? (Choose two.)
A) Decrease the Minimum records per child branch.
B) Decrease the pruning severity.
C) Increase the pruning severity.
D) Increase the Minimum records per child branch.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: B,C | Question # 4 Answer: B | Question # 5 Answer: C,D |
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