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IBM C2020-010 Exam Syllabus Topics:

SectionObjectives
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
          Deployment and Streams- Model Deployment
          • 1. Exporting models
            • 2. Scoring models
              - SPSS Modeler Streams
              • 1. Node configuration and management
                • 2. Stream construction and execution
                  Model Evaluation- Model Comparison
                  • 1. Model selection techniques
                    • 2. Cross-validation
                      - Model Assessment
                      • 1. ROC and lift charts
                        • 2. Confusion matrix interpretation
                          Model Building- Clustering Techniques
                          • 1. Two-step clustering
                            • 2. K-means clustering
                              - Predictive Modeling
                              • 1. Regression models
                                • 2. Classification models
                                  Data Preparation- Data Integration
                                  • 1. Data aggregation
                                    • 2. Merge and append operations
                                      - Data Transformation
                                      • 1. Derived fields creation
                                        • 2. Normalization and standardization

                                          IBM SPSS Modeler Professional v2 Sample Questions:

                                          Question 1

                                          The Select node shown below performs which operation?

                                          A. Selects respondents whose incomes are greater than or equal to 20,000 and less than or equal to 50,000.
                                          B. Selects respondents whose incomes are between 20,000 and 50,000.
                                          C. The expression is incorrect.
                                          D. Selects respondents whose incomes are exactly 20,000 or 50,000.


                                          Question 2

                                          What is the function of the Ensemble node?

                                          A. None of the above
                                          B. The development of additional fields to improve accuracy
                                          C. Combining models together to produce higher accuracy
                                          D. Transforming the existing values to improve accuracy


                                          Question 3

                                          Which key items must be identified before a data mining project is started? (Choose three.)

                                          A. Available expertise on the data and business
                                          B. Available data
                                          C. A business problem or question
                                          D. Data quality problems


                                          Question 4

                                          In a Derive node, which expressions will produce a continuous date lype rather than a string? (Choose two.)

                                          A. '2001-04-23
                                          B. datetime_date(2008,05,22)
                                          C. '03/15/2009'
                                          D. to_date("12/04/2050")


                                          Question 5

                                          Which outlier treatment is not available in the Quality tab of the Data Audit output?

                                          A. Coerce
                                          B. Discard
                                          C. Recode
                                          D. Nullify


                                          Solutions:

                                          Question 1
                                          Answer: C
                                          Question 2
                                          Answer: C
                                          Question 3
                                          Answer: A,B,C
                                          Question 4
                                          Answer: B,D
                                          Question 5
                                          Answer: C

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