💡 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 ...

You know that cliché in movies when the camera zooms in on a character who says, “It’s coming,” before someone else dramatically replies, “It’s already here”? Prediction markets are a bit like that in ...

Customer churn remains a huge issue for telcos. Could AI actually help? Customer churn remains one of the telecom industry’s most persistent and expensive problems. Annual churn rates typically land ...

1 Department of Information Technology, International University of Africa, Khartoum, Sudan. 2 Department of Computer Science, International University of Africa, Khartoum, Sudan.