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| Section | Objectives |
|---|---|
| Topic 1: Data Mining and Analytics Fundamentals | - CRISP-DM methodology overview - Business understanding and data understanding |
| Topic 2: Data Preparation and Transformation | - Data cleaning and missing value handling - Data formatting and type conversion - Feature engineering and derivation |
| Topic 3: Model Building Techniques | - Association analysis - Clustering methods - Classification models - Regression models |
| Topic 4: Model Deployment and Reporting | - Reporting and visualization basics - Model export and deployment concepts |
| Topic 5: IBM SPSS Modeler Environment | - Data sources and import methods - Project organization and workflow design - Streams and nodes concept |
| Topic 6: Model Evaluation and Validation | - Model accuracy metrics - Model comparison and selection - Training and test dataset split |
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