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SPSS IBMSPSSMBPDA Exam Syllabus Topics:

SectionObjectives
Topic 1: Model Evaluation and Validation- Model validation techniques
  • 1. Cross-validation concepts
    • 2. Training and testing split
      - Model performance metrics
      • 1. Accuracy and confusion matrix
        • 2. ROC and lift charts
          Topic 2: Business Application of Analytics- Deployment considerations
          • 1. Reporting and insights delivery
            • 2. Operationalizing models
              - Business problem framing
              • 1. Translating business needs into models
                • 2. Use case identification
                  Topic 3: Data Preparation and Transformation- Data transformation methods
                  • 1. Deriving new fields
                    • 2. Normalization and aggregation
                      - Data cleansing techniques
                      • 1. Handling missing values
                        • 2. Outlier detection and treatment
                          Topic 4: Predictive Modeling- Clustering and segmentation
                          • 1. Customer segmentation use cases
                            • 2. K-means clustering
                              - Classification techniques
                              • 1. Logistic regression basics
                                • 2. Decision trees
                                  Topic 5: IBM SPSS Modeler Fundamentals- Data understanding and profiling
                                  • 1. Data quality assessment
                                    • 2. Data types and structures
                                      - Introduction to SPSS Modeler interface
                                      • 1. Streams and nodes overview
                                        • 2. Data preparation basics

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