. Designed and implemented a personalized marketing recommendation system leveraging Machine Learning and Deep Learning frameworks (CNN, LSTM, Bi-LSTM). • Developed customer behavior clustering algorithms to segment users into proactive action tracks, notably Churn Prevention and tailored value upselling. • Validated system performance through iterative accuracy testing, significantly improving campaign relevance and prediction quality.