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IBM C2020-010 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Introduction to SPSS Modeler and CRISP-DM | 15% | - Modeler interface and workbench - Project and stream management - CRISP-DM methodology |
| Data Access and Source Nodes | 20% | - Data preview and metadata inspection - Variable types and measurement levels - Import data from files and databases |
| Modeling Techniques | 20% | - Association rules and sequence detection - Neural networks and decision trees - Classification and regression models - Clustering and segmentation |
| Model Evaluation and Deployment | 5% | - Model accuracy and performance metrics - Export and deploy models - Model comparison and selection |
| Data Preparation and Manipulation | 25% | - Record operations: select, sort, aggregate, sample - Field operations: derive, filter, reclassify, binning - Merge and append datasets - Handling missing values and outliers |
| Data Exploration and Visualization | 15% | - Descriptive statistics and distributions - Correlation and association analysis - Graph nodes: histograms, scatterplots, bar charts |
IBM SPSS Modeler Professional v2 Sample Questions:
1. The Distribution node produces which output? (Choose two.)
A) Chart showing the distribution for a continuous field
B) Chart showing the count for each category of a field
C) Table displaying the percentage and count for each category of a field
D) Summary statistics for a continuous field
2. In the Two Step node shown below, what does Standardize numeric fields mean?
A) Limit the number of created clusters.
B) Use only the numeric fields that have the same scale.
C) Transform the numeric fields to a scale with a mean of zero and a variance of one.
D) Eliminate outliers to improve results.
3. Which of the following is the biggest advantage of using a data cache?
A) Creating reports or doing other analyses with other software
B) Using the prepared data file more efficiently
C) Integrating the modified data with the original data source
D) Applying modifications to new data more easily
4. Which outlier treatment is not available in the Quality tab of the Data Audit output?
A) Recode
B) Nullify
C) Discard
D) Coerce
5. Which statement is correct regarding the Balance node shown below?
A) The sizes of the first and third groups will be increased.
B) The "bad profit" category is the smallest group.
C) The sizes of the larger two groups will be reduced to equal the size of the smallest group.
D) The result group sizes will always be the same each time the Balance node is run.
Solutions:
| Question # 1 Answer: B,C | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: A |
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