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IBM C2020-010 Exam Syllabus Topics:

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

                                          IBM SPSS Modeler Professional v2 Sample Questions:

                                          1. Summary statistics, such as mean, minimum, maximum, and standard deviation, are available in which of the following nodes? (Choose two.)

                                          A) Statistics node
                                          B) Sample node
                                          C) Data Audit node
                                          D) Table node


                                          2. True or false: a Database Export node can be used to write data to more than one database table in the same operation.

                                          A) False
                                          B) True


                                          3. Examine the output generated by the K-Means clustering model.

                                          Study the results of the Distribution node relating the clusters created by K-Means to the outcome (dependent) field current customers; Vol = customers that left; In Vol = customers that were dropped because they did not pay).

                                          A) Improve the local calling plan and rates.
                                          B) Improve the long distance calling plan and rates.
                                          C) Improve the international calling plan and rates.
                                          D) Create a"Pay as You Go"plan (pay only for the minutes you use).


                                          4. The Select node shown below performs which operation?

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


                                          5. Which Model nodes can have a categorical target field? (Choose three.)

                                          A) Discriminant node
                                          B) Neural Net node
                                          C) C&R Tree node
                                          D) Linear node


                                          Solutions:

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

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