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Feature Engineering for Modern Machine Learning with Scikit-Learn
book

Feature Engineering for Modern Machine Learning with Scikit-Learn

by Cuantum Technologies LLC
January 2025
Intermediate to advanced
436 pages
11h 10m
English
Packt Publishing
Content preview from Feature Engineering for Modern Machine Learning with Scikit-Learn

1.2 Case Study: Retail Data and Customer Segmentation

Customer segmentation in retail is a critical strategy that goes beyond basic market analysis. It involves a deep dive into consumer behavior, allowing retailers to craft highly targeted marketing campaigns and develop products that resonate with specific customer groups. This case study will demonstrate how to leverage retail data to perform a sophisticated customer segmentation analysis, uncovering distinct customer profiles based on their purchasing patterns and demographic information.
The insights gained from this segmentation process are invaluable for retailers seeking to enhance their competitive edge. By understanding the unique characteristics of each customer segment, businesses can: ...
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Publisher Resources

ISBN: 9781837026715