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IBM C2020-010 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Exploration and Visualization | 15% | - Descriptive statistics and distributions - Graph nodes: histograms, scatterplots, bar charts - Correlation and association analysis |
| Model Evaluation and Deployment | 5% | - Model accuracy and performance metrics - Model comparison and selection - Export and deploy models |
| Data Access and Source Nodes | 20% | - Data preview and metadata inspection - Import data from files and databases - Variable types and measurement levels |
| Introduction to SPSS Modeler and CRISP-DM | 15% | - Modeler interface and workbench - CRISP-DM methodology - Project and stream management |
| Data Preparation and Manipulation | 25% | - Field operations: derive, filter, reclassify, binning - Merge and append datasets - Record operations: select, sort, aggregate, sample - Handling missing values and outliers |
| Modeling Techniques | 20% | - Neural networks and decision trees - Classification and regression models - Clustering and segmentation - Association rules and sequence detection |
IBM SPSS Modeler Professional v2 Sample Questions:
What are the options for defining outliers in the Data Audit node? (Choose two.)
- A. Values that represent less than 1% of all values
- B. Standard deviations from the mean
- C. Inter quartile range
- D. Eigen values greater than 1
Which node is best suited for revealing relationships between continuous and categorical (nominal, ordinal) fields?
- A. Table node
- B. Statistics node
- C. Means node
- D. Distribution node
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
In the Gains Chart displayed below, what does the $BEST-CHURNED line represent?
- A. None of the above
- B. The theoretically best model to predict the field CHURNED
- C. The best current model to predict the field CHURNED
- D. The best model for cases in the training partition to predict the field CHURNED
What is the reason the three nodes in the following figure have been colored purple?
- A. There are multiple Type nodes in a row.
- B. The purple nodes were pushed back to the database.
- C. The purple nodes will be executed later.
- D. BM SPSS Modeler is running out of memory.
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Clarence 
Darren 
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Meredith 
Sandy 
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Bevis 
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