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Capstone Foundation Project

Module 6: EDA Project🟒 Free Lesson

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Capstone Foundation Project

Capstone Project PipelineCollectSQL/APICleanPandasAnalyzeStatsVisualizePlotsActReportPipeline Metrics: Completeness = 1 - (missing/total)Accuracy = TP/(TP+FP) | Precision = TP/(TP+FP) | Recall = TP/(TP+FN)F1 = 2Β·(PrecisionΒ·Recall)/(Precision+Recall)

This capstone project integrates all foundation skills into a complete data analysis pipeline.

Project Structure

Data Collection Module

Data Cleaning Pipeline

Analysis Module

Project Execution

Key Takeaways

  1. Structure your project for reproducibility
  2. Create reusable modules for each pipeline stage
  3. Document all assumptions and decisions
  4. Generate visualizations alongside statistics
  5. Produce actionable insights with clear recommendations

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