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IBM C2020-010 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Evaluation and Deployment | 5% | - Model accuracy and performance metrics - Model comparison and selection - Export and deploy models |
| Data Access and Source Nodes | 20% | - Variable types and measurement levels - Data preview and metadata inspection - Import data from files and databases |
| Introduction to SPSS Modeler and CRISP-DM | 15% | - CRISP-DM methodology - Modeler interface and workbench - Project and stream management |
| Modeling Techniques | 20% | - Clustering and segmentation - Classification and regression models - Association rules and sequence detection - Neural networks and decision trees |
| Data Preparation and Manipulation | 25% | - Handling missing values and outliers - Field operations: derive, filter, reclassify, binning - Merge and append datasets - Record operations: select, sort, aggregate, sample |
| Data Exploration and Visualization | 15% | - Graph nodes: histograms, scatterplots, bar charts - Correlation and association analysis - Descriptive statistics and distributions |
IBM SPSS Modeler Professional v2 Sample Questions:
Using the Linear node, what are the advantages of creating a standard model without boosting or bagging? (Choose two.)
- A. None of the above
- B. Easter to score
- C. Easier interpretation
- D. Higher accuracy
Correct Answer: B,C 🗳️
In Sequence modeling, specifying that IDs are contiguous has which effect?
- A. Speeds up the processing.
- B. Requires fewer fields to create the model.
- C. Improves the model Silhouette measure.
- D. Requires fewer observations to create a valid model.
Correct Answer: A 🗳️
Fields of which measurement type are best suited for a Distribution node? (Choose two.)
- A. Continuous
- B. Flag
- C. Nominal
- D. Type less
Correct Answer: B,C 🗳️
True or false: in the PCA/Factor node when doing a Principal Components analysis without rotation, the values reported in the Component Matrix represents the correlation between each field and a factor.
- A. True
- B. False
Correct Answer: A 🗳️
True or false: a Database Export node can be used to write data to more than one database table in the same operation.
- A. True
- B. False
Correct Answer: B 🗳️
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