I cleaned and scaled data for 124 menu items, applying both hierarchical and K-means clustering to categorize these items based on customer preferences. This analysis allowed me to optimize the menu structure effectively. By leveraging the insights gained from clustering, I adjusted the menu offerings, which led to increased customer satisfaction.