Update index.md

vishrut-b · Dec 23, 2024 · 70d1da4 · 70d1da4
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 2. **K-Means Execution**:
    - Clustered scaled data into four segments.
-![Description of image](https://github.com/vishrut-b/clustering-analysis-of-online-retail-data/blob/eb7ee2bb2b1d86d778dded687aa2826b199e165e/_imgs/fig5)
+   ![Description of image](_imgs/fig5.png)
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 ## Key Results
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 ## Conclusion
 K-Means clustering successfully segmented customers into actionable groups. These insights can drive personalized marketing and improve overall business strategy.
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+![Description of image](_imgs/fig8.png)
 ### Next Steps
 1. Deploy the clustering model in a production environment.
 2. Integrate segmentation results into CRM systems.