Conducting a comprehensive analysis and transformation of a UK-based retail dataset (2010-2011) into a customer-centric format to facilitate customer segmentation using various clustering algorithms. Implementing a personalized recommendation system aimed at enhancing marketing strategies and driving sales growth.