TELECOM AI INTELLIGENCE
Generate Smarter Data. Predict Customer Churn. Discover AI-Driven Insights.
7,043Original records
6,589Records kept
0.764Best F1 (FT-Transformer)
0.932Best ROC-AUC
Customer churn predictor
0%
Scored by your FT-Transformer through the FastAPI /predict endpoint. Total Charges, Revenue, AverageMonthlySpend and TenureGroup are derived on the server.
Model comparison (test set)
| Model | Accuracy | Precision | Recall | F1 | ROC-AUC |
|---|---|---|---|---|---|
| FT-Transformer | 0.860 | 0.735 | 0.794 | 0.764 | 0.932 |
| CatBoost + CTGAN | – | – | – | 0.759 | 0.927 |
Split 60/20/20 stratified. Generators compared: CTGAN, TVAE, WGAN-GP; CTGAN chosen for augmentation. Add the remaining models' rows as needed.