From tracking brand mentions to predicting customer churn, Python is helping marketers connect analytics with measurable business outcomes. With structured methods for gathering, cleaning, and ...
💡 Insights: • Month-to-month contracts increase churn risk • Higher monthly charges lead to higher churn • Key features influencing churn identified using ML ...
┌──────────────────┐ │ Gradio UI │ 7860 ─┐ └────────┬─────────┘ │ │HTTP │ │ ┌──────────────────┐ │ │ FastAPI Serving │ 8000 ─┤ │ • Prediction API│ │ │ • Health API ...
Abstract: This study proposes an innovative pipeline for customer churn prediction in the telecommunications sector, integrating resampling, ensemble learning, and interpretability with fairness ...
1 Department of Information Technology, International University of Africa, Khartoum, Sudan. 2 Department of Computer Science, International University of Africa, Khartoum, Sudan.