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IBM SPS-200 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Business Understanding and Planning | 10% | - Align business objectives with analytics goals - Apply CRISP-DM framework |
| Deployment and Interpretation | 10% | - Interpret model results and outputs - Score new data - Export and deploy models |
| SPSS Modeler Professional Functionality | 10% | - Use SuperNodes and scripting - Customize nodes and outputs - Optimize workflow performance |
| Data Understanding | 15% | - Explore data characteristics - Generate summary statistics - Identify data quality issues |
| Modeling | 30% | - Segmentation models (Clustering, TwoStep) - Auto modeling and ensemble techniques - Classification models (Decision Trees, Logistic Regression) - Model evaluation and comparison - Association and sequence analysis |
| Data Preparation | 25% | - Clean and transform data - Sample, partition, and balance datasets - Integrate and merge data sources - Handle missing values and outliers |
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