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| Section | Weight | Objectives |
|---|---|---|
| Data Understanding & Exploration | 25% | - Loading and inspecting data sources - Identifying data quality issues - Descriptive statistics and visualization |
| Deployment & Evaluation Basics | 10% | - Exporting results and reports - Model assessment metrics |
| Introduction to IBM SPSS Modeler & CRISP-DM | 15% | - SPSS Modeler interface and workbench - CRISP-DM methodology |
| Data Preparation & Transformation | 35% | - Creating derived variables and reclassification - Data caching and optimization - Handling missing values and outliers - Restructuring, aggregating and sampling data |
| Modeling Fundamentals | 15% | - Supervised and unsupervised modeling concepts - Using basic predictive nodes - Interpreting initial model outputs |
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