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IBM C2020-010 Exam Syllabus Topics:

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

                                          IBM SPSS Modeler Professional v2 Sample Questions:

                                          Question #1

                                          Which statement is correct regarding the Balance node shown below?

                                          • A. The sizes of the larger two groups will be reduced to equal the size of the smallest group.
                                          • B. The result group sizes will always be the same each time the Balance node is run.
                                          • C. The "bad profit" category is the smallest group.
                                          • D. The sizes of the first and third groups will be increased.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: D  🗳️

                                          Question #2

                                          Which of the following is the biggest advantage of using a data cache?

                                          • A. Integrating the modified data with the original data source
                                          • B. Applying modifications to new data more easily
                                          • C. Creating reports or doing other analyses with other software
                                          • D. Using the prepared data file more efficiently
                                          Reveal Solution  Discussion  0

                                          Correct Answer: D  🗳️

                                          Question #3

                                          The Analysis node can be very useful with regard to model evaluation. Consider this output from the Analysis node.

                                          When comparing the overall accuracy of the Neural Net model to the 05 model, the Neural Net model is:

                                          • A. Not determined
                                          • B. The same accuracy
                                          • C. Less accurate
                                          • D. More accurate
                                          Reveal Solution  Discussion  0

                                          Correct Answer: C  🗳️

                                          Question #4

                                          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. Eigen values greater than 1
                                          • D. Inter quartile range
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B,D  🗳️

                                          Question #5

                                          What is the function of the Ensemble node?

                                          • A. Transforming the existing values to improve accuracy
                                          • B. None of the above
                                          • C. Combining models together to produce higher accuracy
                                          • D. The development of additional fields to improve accuracy
                                          Reveal Solution  Discussion  0

                                          Correct Answer: C  🗳️

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