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IBM C2020-010 Exam Syllabus Topics:

SectionObjectives
Topic 1: Model Evaluation- Model Comparison
  • 1. Cross-validation
    • 2. Model selection techniques
      - Model Assessment
      • 1. Confusion matrix interpretation
        • 2. ROC and lift charts
          Topic 2: Deployment and Streams- SPSS Modeler Streams
          • 1. Node configuration and management
            • 2. Stream construction and execution
              - Model Deployment
              • 1. Exporting models
                • 2. Scoring models
                  Topic 3: Data Preparation- Data Integration
                  • 1. Data aggregation
                    • 2. Merge and append operations
                      - Data Transformation
                      • 1. Derived fields creation
                        • 2. Normalization and standardization
                          Topic 4: Data Understanding- Data Quality
                          • 1. Missing value analysis
                            • 2. Outlier detection
                              - Data Exploration
                              • 1. Data types and structures in SPSS Modeler
                                • 2. Data profiling and summary statistics
                                  Topic 5: Model Building- Clustering Techniques
                                  • 1. K-means clustering
                                    • 2. Two-step clustering
                                      - Predictive Modeling
                                      • 1. Regression models
                                        • 2. Classification models

                                          IBM SPSS Modeler Professional v2 Sample Questions:

                                          Generally speaking, to modify values in columns of a working data file, you would use nodes from which palette or menu group?

                                          • A. Record Ops
                                          • B. Export
                                          • C. Field Ops
                                          • D. Sources
                                          Reveal Solution  Discussion  0

                                          Correct Answer: C  🗳️

                                          Assume you have two data files: a personnel file with information about employees and a second file with information about performance categories. You will use IBM SPSS Modeler to merge the files together using performance category as the key. However, there are inconsistencies in the category keys used in both the personnel file and the performance file. In order to merge the files together without losing information from either the personnel file or the performance category file, you would use:

                                          • A. A partial outer join.
                                          • B. An anti-join.
                                          • C. An inner join.
                                          • D. A full outer join.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: D  🗳️

                                          In the Aggregate node, when you click on Preview button, which statement is true?

                                          • A. The preview will always be after aggregation.
                                          • B. The preview will by default be before aggregation but that can be changed.
                                          • C. The preview will always be before aggregation.
                                          • D. The Aggregate node does not have a Preview option.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

                                          Which statement is correct regarding the Sample node dialog shown below?

                                          • A. It will select every 60th record from the data.
                                          • B. It will select approximately 60% of the records. That is, each record will have a 60% probability of being selected.
                                          • C. It will randomly select exactly 60% of all the records.
                                          • D. It will always draw the same 60% of the records each time this Sample node is run.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

                                          As a default, the Evaluation node provides a graph of the first category of your target field. To change the category, you need to modify which section?

                                          • A. User defined score
                                          • B. User defined hit
                                          • C. Include business rule
                                          • D. Export results to file
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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